{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.5/dist-packages/matplotlib/cbook.py:136: MatplotlibDeprecationWarning: The finance module has been deprecated in mpl 2.0 and will be removed in mpl 2.2. Please use the module mpl_finance instead.\n",
      "  warnings.warn(message, mplDeprecation, stacklevel=1)\n",
      "/usr/local/lib/python3.5/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.finance as mpf\n",
    "from matplotlib.pylab import date2num\n",
    "from HuobiServices import *\n",
    "from DataUtils import *\n",
    "import talib\n",
    "import tensorflow as tf\n",
    "from tqdm import tqdm\n",
    "import seaborn as sns\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "lmap=lambda func,it: list(map(lambda x:func(x),it))\n",
    "lfilter=lambda func,it: list(filter(lambda x:func(x),it))\n",
    "z_score=lambda x:(x-np.mean(x,axis=0))/(np.std(x,axis=0)+1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "class DuelingDQN_portfolio(object):\n",
    "    def __init__(self, a_dim, s_dim,buffer_size,batch_size, update_target_interval=50, epsilon=0.9, gamma=0.9, learning_rate=1e-3):\n",
    "        tf.reset_default_graph()\n",
    "        self.a_dim, self.s_dim = a_dim, s_dim\n",
    "        self.buffer_size=buffer_size\n",
    "        self.batch_size=batch_size\n",
    "        self.buffer = np.zeros((self.buffer_size, self.s_dim * 2+2), dtype=np.float32)\n",
    "        self.buffer_length = 0\n",
    "        self.update_target_interval=update_target_interval\n",
    "        self.critic_loss = 0\n",
    "        self.total_step = 0\n",
    "        self.epsilon = epsilon\n",
    "        self.learning_rate=learning_rate\n",
    "        self.gamma=gamma\n",
    "        self.s = tf.placeholder(tf.float32, [None, self.s_dim],name='s')\n",
    "        self.s_next = tf.placeholder(tf.float32, [None, self.s_dim],name='s_next')\n",
    "        self.q_next = tf.placeholder(tf.float32, [None, self.a_dim],name='q_next')\n",
    "        \n",
    "        \n",
    "        \n",
    "        with tf.variable_scope('q_eval', initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)) as scope:\n",
    "            self.q_eval = self._build_net(self.s,scope)\n",
    "            \n",
    "        with tf.variable_scope('q_target', initializer=tf.contrib.layers.xavier_initializer(uniform=True), regularizer=tf.contrib.layers.l2_regularizer(0.01)) as scope:\n",
    "            self.q_target = self._build_net(self.s_next,scope)\n",
    "            \n",
    "        with tf.variable_scope('loss'):\n",
    "            self.loss = tf.reduce_mean(tf.squared_difference(self.q_next, self.q_eval))\n",
    "        with tf.variable_scope('train'):\n",
    "            self.train_op = tf.train.RMSPropOptimizer(self.learning_rate).minimize(self.loss)\n",
    "            self.e_params = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope='q_eval')\n",
    "            self.t_params = tf.get_collection(tf.GraphKeys.GLOBAL_VARIABLES, scope='q_target')\n",
    "            self.update_q_target_op = [tf.assign(t, e) for t, e in zip(self.t_params, self.e_params)]\n",
    "        self.init_op = tf.global_variables_initializer()\n",
    "        self.session = tf.Session()\n",
    "        self.saver = tf.train.Saver()\n",
    "    \n",
    "    def init_model(self):\n",
    "        self.session.run(self.init_op)\n",
    "    \n",
    "    def _build_net(self, s, scope):\n",
    "        with tf.variable_scope(scope):\n",
    "            net = tf.layers.dense(s, 64, activation=tf.nn.tanh, name='l1')\n",
    "            net = tf.layers.dense(net, 32, activation=tf.nn.tanh, name='l2')\n",
    "            value = tf.layers.dense(net, 1, activation=None, name='a')\n",
    "            advantage = tf.layers.dense(net,self.a_dim,activation=None,name='advantage')\n",
    "            q=value+(advantage-tf.reduce_mean(advantage,axis=1,keep_dims=True))\n",
    "            return q\n",
    "        \n",
    "    def trade(self, s, train=False):\n",
    "        q = self.session.run(self.q_eval, {self.s: s})\n",
    "        a = np.argmax(q)\n",
    "        action=np.zeros(self.a_dim)\n",
    "        if train:\n",
    "            if np.random.uniform() < self.epsilon:\n",
    "                action[a]=1.0\n",
    "                return action\n",
    "            else:\n",
    "                action[np.random.randint(0,self.a_dim)]=1.0\n",
    "                return action\n",
    "        action[a]=1.0\n",
    "        return action\n",
    "    \n",
    "    def update_target(self):\n",
    "        self.session.run(self.update_q_target_op)\n",
    "\n",
    "    def train(self):\n",
    "        if self.buffer_length < self.buffer_size:\n",
    "            return\n",
    "        if self.total_step % self.update_target_interval == 0:\n",
    "            self.session.run(self.update_q_target_op)\n",
    "        s, a, r, s_next = self.get_transition_batch()\n",
    "        q_eval, q_target = self.session.run([self.q_eval, self.q_target], {self.s: s, self.s_next: s_next})\n",
    "        b_indices = np.arange(self.batch_size, dtype=np.int32)\n",
    "        q_next = q_eval.copy()\n",
    "        q_next[b_indices, a.astype(np.int)] = r + self.gamma * np.max(q_target, axis=1)\n",
    "        _, self.critic_loss = self.session.run([self.train_op, self.loss], {self.s: s, self.q_next: q_next})\n",
    "        self.total_step+=1\n",
    "\n",
    "    def save_transition(self, s, a, r, s_next):\n",
    "        a=np.argmax(a)\n",
    "        transition = np.hstack((s, [a], [r], s_next))\n",
    "        self.buffer[self.buffer_length % self.buffer_size, :] = transition\n",
    "        self.buffer_length += 1\n",
    "    \n",
    "    def get_transition_batch(self):\n",
    "        indices = np.random.choice(self.buffer_size, size=self.batch_size)\n",
    "        batch = self.buffer[indices, :]\n",
    "        s = batch[:, :self.s_dim]\n",
    "        a = batch[:, self.s_dim: self.s_dim + 1]\n",
    "        r = batch[:, -self.s_dim - 1: -self.s_dim]\n",
    "        s_next = batch[:, -self.s_dim:]\n",
    "        return s, a, r, s_next\n",
    "    \n",
    "    def restore_buffer(self):\n",
    "        self.buffer = np.zeros((self.buffer_size, self.s_dim + 1 + 1 + self.s_dim))\n",
    "        self.buffer_length=0\n",
    "        \n",
    "    def load_model(self, model_path='./DRLModel'):\n",
    "        self.saver.restore(self.session, model_path + '/model')\n",
    "\n",
    "    def save_model(self, model_path='./DRLModel'):\n",
    "        if not os.path.exists(model_path):\n",
    "            os.mkdir(model_path)\n",
    "        model_file = model_path + '/model'\n",
    "        self.saver.save(self.session, model_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# assets=['kanbtc','mdsbtc','socbtc','xrpbtc','dbcbtc','eosbtc','wiccbtc','letbtc']\n",
    "# assets=['kan','eos','mana']\n",
    "# assets=['kan','wicc','edu','eos','let']\n",
    "assets=assets=['bat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "asset_data=lfilter(lambda x:x[1] is not None,lmap(lambda x:(x,kline(x,interval='30min',count=2000)),assets))\n",
    "asset_data=lmap(lambda x:(x[0],generate_tech_data(x[1],close_name='close',high_name='high',low_name='low',open_name='open')),asset_data)\n",
    "asset_data=dict(asset_data)\n",
    "asset_data=pd.Panel(asset_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=DuelingDQN_portfolio(a_dim=asset_data.shape[0]+1,s_dim=asset_data.shape[2]*asset_data.shape[0],update_target_interval=100,  buffer_size=200, batch_size=128 ,learning_rate=1e-3)\n",
    "model.init_model()\n",
    "model.restore_buffer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 train_reward -0.3985249895339599 -0.00026746643592883215\n",
      "0 test_reward 0.05783659264382443 0.0001323491822513145\n",
      "1 train_reward -0.26456463062895924 -0.0001775601547845364\n",
      "1 test_reward 0.2069945436630398 0.00047367172462938167\n",
      "2 train_reward 0.13427547501998494 9.011776846978854e-05\n",
      "2 test_reward 0.10385172518475445 0.0002376469683861658\n",
      "3 train_reward 0.017360615362133874 1.1651419706130116e-05\n",
      "3 test_reward 0.07274162852738518 0.00016645681585214\n",
      "4 train_reward -0.04658970148637883 -3.126825603112673e-05\n",
      "4 test_reward 0.005463232949096709 1.2501677229054255e-05\n",
      "5 train_reward -0.19864209216958834 -0.00013331684038227405\n",
      "5 test_reward -0.022878724380023724 -5.235406036618701e-05\n",
      "6 train_reward -0.12592620001407334 -8.451422819736466e-05\n",
      "6 test_reward 0.053018521332298424 0.00012132384744233049\n",
      "7 train_reward -0.22906053897591766 -0.00015373190535296487\n",
      "7 test_reward 0.059424333429080434 0.0001359824563594518\n",
      "8 train_reward -0.09196208629165772 -6.171952100111257e-05\n",
      "8 test_reward 0.022318841342907403 5.1072863484913964e-05\n",
      "9 train_reward -0.11693540039253421 -7.84801344916337e-05\n",
      "9 test_reward -0.0001 -2.288329519450801e-07\n",
      "10 train_reward 0.059011304538208124 3.9604902374636326e-05\n",
      "10 test_reward 0.07274162852738518 0.00016645681585214\n",
      "11 train_reward 0.2728970333195758 0.00018315237135542\n",
      "11 test_reward 0.1259236557801487 0.00028815481871887573\n",
      "12 train_reward -0.3162638612114591 -0.00021225762497413363\n",
      "12 test_reward 0.11465381607147873 0.00026236571183404746\n",
      "13 train_reward -0.2934706878748489 -0.0001969601932045966\n",
      "13 test_reward 0.14369914236473852 0.0003288309893929943\n",
      "14 train_reward -0.14550592592949976 -9.765498384530186e-05\n",
      "14 test_reward 0.005911409848951749 1.3527253658928486e-05\n",
      "15 train_reward -0.3440586217144038 -0.0002309118266539623\n",
      "15 test_reward 0.005133387174410808 1.174688140597439e-05\n",
      "16 train_reward -0.10343966495709025 -6.942259393093305e-05\n",
      "16 test_reward -0.0001 -2.288329519450801e-07\n",
      "17 train_reward -0.3615069701277883 -0.0002426221276025425\n",
      "17 test_reward 0.046049073623795976 0.0001053754545166956\n",
      "18 train_reward -0.3250496297172969 -0.0002181541139042261\n",
      "18 test_reward -0.0001 -2.288329519450801e-07\n",
      "19 train_reward -0.2090130878910655 -0.000140277240195346\n",
      "19 test_reward -0.0001 -2.288329519450801e-07\n",
      "20 train_reward -0.15455627415115014 -0.00010372904305446319\n",
      "20 test_reward 0.02302098399812822 5.2679597249721327e-05\n",
      "21 train_reward 0.0007819008769467811 5.247656892260276e-07\n",
      "21 test_reward 0.07476652522210497 0.00017109044673250566\n",
      "22 train_reward -0.21450461141387928 -0.00014396282645226798\n",
      "22 test_reward -0.0001 -2.288329519450801e-07\n",
      "23 train_reward -0.01125551656212187 -7.554037961155618e-06\n",
      "23 test_reward 0.07274162852738518 0.00016645681585214\n",
      "24 train_reward -0.018718885971722096 -1.2563010719276574e-05\n",
      "24 test_reward 0.07274162852738518 0.00016645681585214\n",
      "25 train_reward -0.22510606525391336 -0.00015107789614356601\n",
      "25 test_reward -0.0001 -2.288329519450801e-07\n",
      "26 train_reward -0.2010618235650239 -0.0001349408211845798\n",
      "26 test_reward -0.0001 -2.288329519450801e-07\n",
      "27 train_reward -0.13542604350673498 -9.088996208505704e-05\n",
      "27 test_reward -0.038619860036461576 -8.837496575849331e-05\n",
      "28 train_reward -0.20724915750445794 -0.00013909339429829393\n",
      "28 test_reward -0.0001 -2.288329519450801e-07\n",
      "29 train_reward -0.03461379348887128 -2.323073388514851e-05\n",
      "29 test_reward 0.07274162852738518 0.00016645681585214\n"
     ]
    }
   ],
   "source": [
    "normalize_length=10\n",
    "train_length=1500\n",
    "c=1e-4\n",
    "epoch=30\n",
    "train_r=[]\n",
    "train_mean_r=[]\n",
    "test_r=[]\n",
    "test_mean_r=[]\n",
    "for e in range(epoch):\n",
    "    train_reward=[]\n",
    "    test_reward=[]\n",
    "    test_actions=[]\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(normalize_length,train_length):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        next_state=asset_data[:,t-normalize_length+1:t+1,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        next_state=next_state.reshape((next_state.shape[1],next_state.shape[0]*next_state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        next_state=z_score(next_state)[None,-1]\n",
    "        action=model.trade(state,train=True)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        model.save_transition(s=state[0],a=action,r=r*10,s_next=next_state[0])\n",
    "        model.train()\n",
    "        previous_action=action\n",
    "        train_reward.append(r)\n",
    "    print(e,'train_reward',np.sum(train_reward),np.mean(train_reward))\n",
    "    train_r.append(np.sum(train_reward))\n",
    "    train_mean_r.append(np.mean(train_reward))\n",
    "    previous_action=np.zeros(asset_data.shape[0]+1)\n",
    "    for t in range(train_length,asset_data.shape[1]):\n",
    "        state=asset_data[:,t-normalize_length:t,:].values\n",
    "        state=state.reshape((state.shape[1],state.shape[0]*state.shape[2]))\n",
    "        state=z_score(state)[None,-1]\n",
    "        action=model.trade(state,train=False)\n",
    "        r=np.sum(asset_data[:,:,'diff'].iloc[t].values*action[:-1]-c*np.sum(np.abs(previous_action-action)))\n",
    "        test_reward.append(r)\n",
    "        test_actions.append(action)\n",
    "        previous_action=action\n",
    "    print(e,'test_reward',np.sum(test_reward),np.mean(test_reward))\n",
    "    test_r.append(np.sum(test_reward))\n",
    "    test_mean_r.append(np.mean(test_reward))\n",
    "    if np.sum(np.sum(test_reward))>0.45: break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5c0f667fd0>]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UdQBCiIeBa4DRwf8a4L89jx8F7hVCCCnjxbFqPO19dpISTCM15mDIzUjmMxcu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c0f667eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_r)\n",
    "plt.plot(test_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f5c0f72e630>]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KZ3MKIV63HN8vhHhJCGGn/6mBSKnMFZ70IXFERCwsfQSOfwFHPjJ27uHKoTUQmajKwvsb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c0f72e3c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(train_mean_r)\n",
    "plt.plot(test_mean_r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c498d25c0>"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eo/OK4fpTOAMl7yj2i2FdlHY8e/kQPDFtMIgI7/5qJHqodgYLl/sYxRelR72c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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c80c4c048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_data[:,:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c78687278>"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JCTHJWyQI0cBrs/cnO3z/K6Leiv/HVw0HIHf3ARbn7WV0rxbl9rDgkX88k52a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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c786b0320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(train_reward,index=asset_data[:,normalize_length:train_length,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,normalize_length:train_length,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c80ae0cc0>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+MAhzZgSfwQsKn9FbMAfaq44xZQbbiCLDnsVwQC8WyotZXmxCd7JY53AlOaEG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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c80ae5710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame(test_reward,index=asset_data[:,train_length:,'diff'].index,columns=['return']).cumsum().plot()\n",
    "asset_data[:,train_length:,'diff'].sum(axis=1).cumsum().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5c80bebd30>"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MkbRf+Xx1eXzqLklt22xiPDBe0i8kLZJ0WseI1s4D7lV1HPunKEewS5oqadZgJUmTJS0H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20/a3s7cBdwnKRja4scnwFsAcbV4saWsueBV0scwEJgkqR9avFzanHzgHW253Zzjb0qr7e5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\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ZmZkdQ9o5oPkMSSskrZO0VtL1WX6KpGWSNubvAVk+TNLjkvZIurES64aM8aykBZKOa9Dn\n5Iy7UdLkUnlfSXMkPS9pg6RL67Q9XtIjeX+tpNtK966RtCYzd/1UUreksaVsXr+V9Fx+np9tviJp\nU5aP7clc8mDn72f7lZLOLN2rG7fSfki225Rx+raKW2l/ccbfJOnmI4nb5Dl0rA8zMzMzMzMzO1w7\nO3v2A1+OiG5gFDBVUjdwM7A8IoYCy/MaYCdwHTCrHETSoCwfGRHnAH2AidXOJJ0C3AKcB5wL3FJb\nSKI4eHlHRJwFdAM/aTDmWRExDBgOnC9pXJZ/LyI+lAcYfwu4PSKW1rJ5URws/Zm8npTznAicDVwM\nfFtFqve25gJMAXZFxAeBO4Bv5hzrxq3T/pvAHdl+V8ZrGLfyHPsAdwPj8lldnv32OG6T59DpPszM\nzMzMzMysouViT0Rsj4jV+flNYD0wCJgAzMtq84BLss6OiHiSIuNVVRfQT1IX/z97dx/1ZXXfe/79\nWd4hUTPGh54aBU/kGFzOHT1VSpWJzUwmWNCkgq1pDjYJjA+1THAZcuJamjTBM2hXNOMYx6WJ5WBP\nxRWhombEY1rCWJqOJ0okaKOgCYjxAUlQIRrriYJ85o9r33Jx+Xu6b7Q/JJ8X617379rX/n733teP\nf+699rU37Ac826LOFGC57S22twLLqf74BzgH+FppZ4ft51v09xXbK8rn16hO/xpTrl+qVd2f7puL\nTwMW237V9hNUJ0idOIyx1J/RbcAkSeqSF3jjyPuPlTioPeMOeetOBNbb3lCew2Jg2gjztutv39p4\n05OOiIiIiIiIt9QOnJ/d/OmXYe3ZU165OQFYCRxqe1O59XPg0E6xtjdSrfZ5CtgEvGj7ey2qjgae\nrl0/A4yWdGC5vkzSaklLJHVss8ScTrXyaKhstqTHqVb2XNgpvl1fOo1F0jxJU5vxtrcDLwKHtMtb\n4r8r6fBS75clbpc6HfJ27fsI87bL1c82IiIiIiIiIqKFnid7JL0XuB2Y01ghg6vz2ztOWZVXsaYB\nY4HDgf0lfWYYfR2gWqHzA9vjgftovCrWaG8AWARca3tDra/X2z4KuBj4yjDar+duOxbbc20vHUne\nEv9x261WCUUXks6XtErSqgULF/W7OxERERERERF90dNkj6R3UU30fNv2HaX4F5IOK/cPAzZ3SXMK\n8ITt52xvA+4APizpJO3cIHkqsBE4ohY3ppS9ALxS4gCWAOPLvi5D8fNqcfOBdbavadOfxex8taid\ndn1pOZZO8WXy6X1lHO3y1r0AHFjimnXa5e2l7yPJ2y5XP9t4E9vzbU+wPeG8GWe1qhIRERERERGx\n1+vlNC4BNwKP2r66dmspMHRS1kzgzi6pngImqjotS8CkknPl0AbJZUXMMmCypIPKCprJwLKyeugu\n4KMl3yRgre3Xa/FzS58vp5pEmNMYy7ja5SeAdV36vBSYXk6QGguMA37Ybixt4oee0SeBfyjjaJf3\nDaXeihIHuz7jdnnrHgDGlVOxRlFtfrx0hHnb9bdvbbzpSUdEREREREQEUL0a1c3JwGeBhyU9VMq+\nDFwB3CrpXOBJ4FMAkt5PdarVAcAOSXOAQdsrJd1GtWHyduBBqtU3u7C9RdJlVH/kA8yzvaV8vhi4\nWdI1wHPA2c14SWOoTu16DFhd9i2+zvYC4AJJp1BtHr2VnZMOLdleI+lWYG3p82zbrwNtx1JWF60q\nE1c3lv6upzqlbHqXvEj6LnBeeZXrYmBxmbx6sOSjXd6y18+C8irYdkkXUE2e7QP8te01tefYc94u\n/e1nGxERERERERHRoDcvCIl459v2/Ib8x46IiBHZ9/CP9LsLERHxDrb9tY3Nk5Lfsf7syD/J31W7\n6T//bElf/j8M6zSuiIiIiIiIiIjYs2WyJyIiIiIiIiJiL9LLBs1HSFohaa2kNZI+X8oPlrRc0rry\n+6BSfoyk+yS9KumiRq4vlByPSFok6T1t2pxZ8q6TNLNWPkrSfEk/lfSYpDNbxO4n6e5yf42kK2r3\nZkl6uJzcda+kQUlTaqd5vSzpJ+XzwhLzJUnrS/mUWq7Pl3GsKfsStRrHNEk/LvlWSfr9w9VgqgAA\nIABJREFUbmNsxLd7xpJ0benXjyWNbxP/u2W860t9jTRvh++kb21ERERERERExJv1srJnO/BF24PA\nRGC2pEHgEuAe2+OAe8o1VJvuXghcVU8iaXQpn2D7WKrNdqc3G5N0MHApcBJwInDp0EQB1cbLm20f\nDQwC32/T56tsHwOcAJws6bRSfovt42wfD3wduNr2sqHTvKg2lv50uZ5Rxjkd+BBwKvBNVUe9Hwv8\nWenf7wB/KOmDLfpxD/A7Jfc5wIIexljX7hmfRnVa1TjgfOBbbZ7Dt0o/h+qeOpK8XfrbzzYiIiIi\nIiIioqHrZI/tTbZXl8+/ojpifDQwDbipVLsJOKPU2Wz7AaoTr5oGgH0lDQD7Ac+2qDMFWG57i+2t\nwHJ2/nF/DvC10s4O28+36O8rtleUz69RnZg1ply/VKu6P9Bts6lpwGLbr9p+AlhPNRHxPwIrS1vb\nqSad/rhFX16uHYleb6/TGJvtv+kZl/KFrtwPHCjpsHpguT7A9v2lDwsb8cPJ27K/e0AbERERERER\nEdEwrD17JB1JtVpmJXCo7U3l1s+BQzvF2t5ItdrnKWAT8KLt77WoOhp4unb9DDBa0oHl+jJJqyUt\nkdSxzRJzOtXKkqGy2ZIep1rZc2Gn+HZ9AR4BPiLpEEn7AR8Hjij5Z0maVWvvjyQ9BtxNNVnVKS+S\nFkiaUMrbPeO28Y2+P9OmznDzdirvZxsRERERERER0dDzZI+k9wK3A3MaK2QoKy46rpIpr+RMA8YC\nhwP7S/rMMPo6QLVC5we2xwP30XhVrNHeALAIuNb2hlpfr7d9FHAx8JVhtP8G248CVwLfA/4eeAh4\nvdy7wfYNtbrfKa+UnQFc1kPu82yvalHe9RmPxNuV91+7DQBJ55e9kVYtWLjo7W4uIiIiIiJir+b8\n2+1//dLTZI+kd1FN9Hzb9h2l+BdDrw6V35u7pDkFeML2c7a3AXcAH5Z0knZukDwV2EhZJVOMKWUv\nAK+UOIAlwPiyh85Q/Lxa3Hxgne1r2vRnMd1fB2rXF2zfaPt3bf/PwFbgp50S2f4n4N9J+q1OeRva\nPeNe4jeW8lZ1hpu3U3k/29iF7fm2J9iecN6Ms1pViYiIiIiIiNjr9XIal4AbgUdtX127tRQYOjFp\nJnBnl1RPARNVnZYlYFLJuXJog2TbS4FlwGRJB5XVQJOBZWV1yF3AR0u+ScBa26/X4ueWPl8OvA/Y\n5ZQsSeNql58A1nXp81JguqR3SxpLtTnwD0uu3y6//y3Vfj23NIMlfbB2OtV44N1Uk1Ytx9im/VbP\neCkwo5xsNZHqlbhN9cBy/ZKkiaUPMxrxw8nb7jvpdxsRERERERER0TDQQ52Tgc8CD0t6qJR9GbgC\nuFXSucCTwKcAJL2f6lSrA4Adqo4lH7S9UtJtVBsmbwcepFp9swvbWyRdBjxQiubZ3lI+XwzcLOka\n4Dng7Ga8pDFUp3Y9Bqwucy3X2V4AXCDpFKrNo7eyczKiJdtrJN0KrC19nm379XL7dkmHlFyzbf+y\ntD+rxN4AnEk1sbEN+O/AfyiTVm3HKGkBcEN5lavlMwa+S7VP0Hqq1U5vPAdJD5XTvwA+B/wNsC/w\nd+WH4ebt8p30s42IiIiIiIiIaNDOw6Ii9h7bnt+Q/9gRETEi+x7+kX53ISIi3sG2v7ZR/e7DW+W8\nIz+Zv6t204Kf3daX/w/DOo0rIiIiIiIiIiL2bL28xhURERERERERv2F29LsDMWK9bNB8hKQVktZK\nWiPp86X8YEnLJa0rvw8q5cdIuk/Sq5IuauT6QsnxiKRFkt7Tps2ZJe86STNr5aMkzZf0U0mPSTqz\nRex+ku4u99dIuqJ2b5akh8vJXfdKGpQ0pXaa18uSflI+L5R0SBn7y5Kua7Tzl5KelvRyl+f3JUnr\nS94ptfJTS9l6SZe0iX23pL8tdVZKOrJb3kb82BK3vuQZNdK87frbzzYiIiIiIiIi4s16eY1rO/BF\n24PARGC2pEHgEuAe2+OAe8o1wBbgQuCqehJJo0v5BNvHAvsA05uNSToYuBQ4CTgRuHRoIolq4+XN\nto8GBoHvt+nzVbaPAU4ATpZ0Wim/xfZxZQPjrwNX2142dJoX1cbSny7XM4BfA18FLmrRxl2lf22V\n5zQd+BBwKvBNVUfF7wNcD5xWxnFWqdt0LrDV9geBbwBXdsrbIv5K4BslfmvJN+y8XfrbzzYiIiIi\nIiIioqHrZI/tTbZXl8+/Ah4FRgPTgJtKtZuAM0qdzbYfoDqlqmkA2FfSALAf8GyLOlOA5ba32N4K\nLKeaFAA4B/haaWeH7edb9PcV2yvK59eoTv8aU65fqlXdH+i42ZTtf7F9L9WkT/Pe/c3jzluYBiy2\n/artJ6hOoDqx/Ky3vaH0cXGp2yp+6BnfBkySpA5531DqfazEQe07GkHelv3dA9qIiIiIiIiIiIZh\nbdBcXsU5AVgJHFqb7Pg5cGinWNsbqVb7PAVsAl60/b0WVUcDT9eunwFGSzqwXF8mabWkJZI6tlli\nTqdaeTRUNlvS41Qrey7sFD8SkqZKmlcuW46lQzmS5kma2oy3vR14ETikU3zNIcAvS1yzznDztivv\ndxsRERERERER0dDzZI+k9wK3A3MaK2RwdX57x1Uy5VWsacBY4HBgf0mfGUZfB6hW6PzA9njgPhqv\nijXaGwAWAdfa3lDr6/W2jwIuBr4yjPZ7Ynup7bm7ET/X9tK3sk+/KSSdL2mVpFULFi7qd3ciIiIi\nIiIi+qKnyR5J76Ka6Pm27TtK8S8kHVbuHwZs7pLmFOAJ28/Z3gbcAXxY0knauUHyVGAjcEQtbkwp\newF4pcQBLAHGl/1ehuLn1eLmA+tsX9OmP4t5+18HajeWduVt48vk1fuonkMv8S8AB5a4Zp3h5u30\nnfSzjV3Ynm97gu0J5804q1WViIiIiIiIiL1eL6dxCbgReNT21bVbS4Ghk7JmAnd2SfUUMFHVaVkC\nJpWcK4c2SC4rWpYBkyUdVFYDTQaWldVDdwEfLfkmAWttv16Ln1v6fDnV5MKcxljG1S4/AazrNv7d\ntBSYXk6mGguMA34IPACMK6dMjaLasLjVap76M/4k8A/lObTL+4ZSb0WJg12/o+HmbdnfPaCNiIiI\niIiIeJs4/3b7X78MdK/CycBngYclPVTKvgxcAdwq6VzgSeBTAJLeT3Wq1QHADklzgEHbKyXdRrVh\n8nbgQarVN7uwvUXSZVR//APMs72lfL4YuFnSNcBzwNnNeEljqE7tegxYXc0rcZ3tBcAFkk6h2jx6\nKzsnI9qS9LMyllGSzgAm214r6evAnwL7SXoGWGD7P5XVSRPK61hrJN0KrC1jnm379ZL3AqqJrX2A\nv7a9ppTPA1aVia8by3jXU51yNr08o055vwucZ/vZ8rwWl8mvB0s+Rpi3ZX/73EZERERERERENKha\nOBGxd9n2/Ib8x46IiBHZ9/CP9LsLERHxDrb9tY3qdx/eKmcfeWb+rtpN/+Vnt/fl/8OwTuOKiIiI\niIiIiIg9WyZ7IiIiIiIiIiL2IpnsiYiIiIiIiIjYi/RyGtcRklZIWitpjaTPl/KDJS2XtK78PqiU\nHyPpPkmvSrqokesLJccjkhZJek+bNmeWvOskzayVj5I0X9JPJT0m6cwWsftJurvcXyPpitq9WZIe\nLse03ytpUNKU2tHtL0v6Sfm8UNIhZewvS7qulzYafTmxlvufJf1R7d6ppa31ki5pE/9uSX9b6qyU\ndGTt3pdK+U8kTWkTP7bErS95Ro00b7v+9rONiIiIiIiIePvsyM9u//RLLyt7tgNftD0ITARmSxoE\nLgHusT0OuKdcQ3Xy0oXAVfUkkkaX8gm2j6U6cWl6szFJBwOXAicBJwKXDk0kUZ2ytdn20cAg8P02\nfb7K9jHACcDJkk4r5bfYPs728cDXgattLxs6up3qFLFPl+sZwK+BrwIXDaONukfKeI8HTgX+StKA\npH2A64HTyjjOKs+06Vxgq+0PAt8ArizPaLA8uw+VvN8sOZuuBL5R4reWfMPO26W//WwjIiIiIiIi\nIhq6TvbY3mR7dfn8K+BRYDQwDbipVLsJOKPU2Wz7AarjzZsGgH0lDQD7Ac+2qDMFWG57i+2twHKq\nSQGAc4CvlXZ22H6+RX9fsb2ifH6N6qj3MeX6pVrV/aHzofe2/8X2vVSTPj210aLe9nL5nlp7JwLr\nbW8o8YupnmdT/RnfBkySpFK+2Partp8A1pecbyj1PlbioPYdjSBvy/7uAW1ERERERERERMOw9uwp\nr+KcAKwEDrW9qdz6OXBop1jbG6lW+zwFbAJetP29FlVHA0/Xrp8BRks6sFxfJmm1pCWSOrZZYk6n\nWnk0VDZb0uNUK3su7BTfi2YbkqZKmle7f5KkNcDDwKwy+dNyjKX+PElTS/kb9Urci8AhneJrDgF+\nWZtsqtcZbt525f1uYxeSzpe0StKqBQsXtaoSERERERERsdfrebJH0nuB24E5jRUy2DZdVsmUV7Gm\nAWOBw4H9JX1mGH0doFo98wPb44H7aLwq1mhvAFgEXGt7Q62v19s+CrgY+Mow2u+pDdtLbc+ttbfS\n9oeA3wO+pDb7FNXqz7W9dHf69ZvK9nzbE2xPOG/GWf3uTkRERERERERf9DTZI+ldVBM937Z9Ryn+\nhaTDyv3DgM1d0pwCPGH7OdvbgDuAD5eVL0ObGE8FNgJH1OLGlLIXgFdKHMASYHzZ72Uofl4tbj6w\nzvY1bfqzmN1/HahbG2+w/SjwMnAs7cfY9Ea9MrH0Pqrn0Ev8C8CBJa5ZZ7h5O30n/WwjIiIiIiIi\nIhp6OY1LwI3Ao7avrt1aCgydlDUTuLNLqqeAiapOshIwqeRcObRBclnRsgyYLOmgshpoMrCsrB66\nC/hoyTcJWGv79Vr83NLny6kmF+Y0xjKudvkJYF238bfTro1GnbFDkxSSPgAcA/wMeAAYV+6Potqw\nuNVqnvoz/iTwD+U5LAWmlxOvxgLjgB/WA0u9FSUOdv2Ohpu3ZX/3gDYiIiIiIiLibbLDzs9u/vTL\nQPcqnAx8FnhY0kOl7MvAFcCtks4FngQ+BSDp/VSnWh0A7JA0Bxi0vVLSbVSbGW8HHqRaGbML21sk\nXUb1xz/APNtbyueLgZslXQM8B5zdjJc0hurUrseA1dW8EtfZXgBcIOkUqs2jt7JzMqItST8rYxkl\n6QyqyaeX2rVRVidNKBNPvw9cImkb1alrnxvaVFrSBVQTW/sAf217TSmfB6wqE183lvGupzrlbHp5\nRmsk3QqsLc9ytu3XS/x3gfNsP1ue1+IyMfVgyccI87bsb5/biIiIiIiIiIgGuY8zTRFvl23Pb8h/\n7IiIGJF9D/9Iv7sQERHvYNtf26h+9+Gt8tkP/HH+rtpNNz95R1/+PwzrNK6IiIiIiIiIiNizZbIn\nIiIiIiIiImIv0ssGzUdIWiFpraQ1kj5fyg+WtFzSuvL7oFJ+jKT7JL0q6aJGri+UHI9IWtTuGHJJ\nM0vedZJm1spHSZov6aeSHpN0ZovY/STdXe6vkXRF7d4sSQ+Xk7vulTQoaUrtNK+XJf2kfF4o6ZAy\n9pclXdemr0slPdLmniRdK2m9pB9LGt9tjI34ds+4bd5G/O+W8a4v9TXSvB2+k761ERERERERERFv\n1svKnu3AF20PAhOB2ZIGgUuAe2yPA+4p11BtxnshcFU9iaTRpXyC7WOpNuGd3mxM0sHApcBJwInA\npUMTBVSbIm+2fTQwCHy/TZ+vsn0McAJwsqTTSvktto+zfTzwdeBq28uGTvOi2lj60+V6BvBr4KvA\nRa0akfTHVMept3Ma1WlT44DzgW/1MMa6ds+4Zd4WvgX8Wa3uqSPJ26W//WwjIiIiIiIiIhq6TvbY\n3mR7dfn8K+BRYDQwDbipVLsJOKPU2Wz7AaoTr5oGgH1VHUe+H/BsizpTgOW2t9jeCixn5x/35wBf\nK+3sGDrZqtHfV2yvKJ9fozr9a0y5fqlWdX+g42ZTtv/F9r1Ukz67kPRe4D8Cl3dIMQ1Y6Mr9wIGS\nDusyxmb8m55xh7z1/h0GHGD7/nJ8+cJG/HDytuzvHtBGREREREREvE2cn93+6Zdh7dkj6Uiq1TIr\ngUNtbyq3fg4c2inW9kaq1T5PAZuAF21/r0XV0cDTtetngNGSDizXl0laLWmJpI5tlpjTqVaWDJXN\nlvQ41cqeCzvFd3EZ8H8BrzTanCVpVqexdChH0gJJE0p5u2fcNr5mdClvVWe4eTuV97ONiIiIiIiI\niGjoebKnrGS5HZjTWCFDWXHRcdKqvJIzDRgLHA7sL+kzw+jrANUKnR/YHg/cR+NVsUZ7A8Ai4Frb\nG2p9vd72UcDFwFeG0X499/HAUba/07xn+wbbN4wkb4k/z/aqFuVvy8Tg25X3X7sNAEnnS1oladWC\nhYve7uYiIiIiIiIi9kg9TfZIehfVRM+3bd9Rin8x9OpQ+b25S5pTgCdsP2d7G3AH8GFJJ2nnBslT\ngY3AEbW4MaXsBapVNEPtLwHGS9qnFj+vFjcfWGf7mjb9WczIXwf6n4AJkn4G3AscLekfW9RrN5Z2\n5U3tnnEv8RtLeas6w83bqbyfbezC9nzbE2xPOG/GWa2qREREREREROz1ejmNS8CNwKO2r67dWgoM\nnZg0E7izS6qngImqTssSMKnkXDm0QbLtpcAyYLKkg8pqoMnAsrI65C7goyXfJGCt7ddr8XNLny8H\n3gfMaYxlXO3yE8C6buNvxfa3bB9u+0jg94Gf2v5oi6pLgRnlBKqJVK+ubWo3xjbxrZ5xu7z1Pm4C\nXpI0sTzvGY344eRt9530u42IiIiIiIiIaBjooc7JwGeBhyU9VMq+DFwB3CrpXOBJ4FMAkt5PdarV\nAcAOSXOAQdsrJd1GtWHyduBBqtU3u7C9RdJlwAOlaJ7tLeXzxcDNkq4BngPObsZLGkN1atdjwOpy\nSvd1thcAF0g6hWrz6K3snIxoq6zeOQAYJekMYLLttR3qzyrjuAH4LvBxYD3VqqSzu41R0gLghvIq\nV8tn3C5viX+onCwG8Dngb4B9gb8rPww3b5fvpJ9tRERERERERESDqgUzEXuXbc9vyH/siIgYkX0P\n/0i/uxAREe9g21/bqH734a3ypx/4o/xdtZtuefI7ffn/MKzTuCIiIiIiIiIiYs+WyZ6IiIiIiIiI\niL1ILxs0HyFphaS1ktZI+nwpP1jScknryu+DSvkxku6T9Kqkixq5vlByPCJpkaT3tGlzZsm7TtLM\nWvkoSfMl/VTSY5LObBG7n6S7y/01kq6o3Zsl6eFycte9kgYlTamd5vWypJ+UzwslHVLG/rKk6xrt\n/GOt7kOSfrtFX06s3f9nSX9Uu3dqiV8v6ZI2z+Hdkv621Fkp6cjavS+V8p9ImtImfmyJW1/yjBpp\n3nb97WcbEREREREREfFmvazs2Q580fYgMBGYLWkQuAS4x/Y44J5yDbAFuBC4qp5E0uhSPsH2scA+\nwPRmY5IOBi4FTgJOBC4dmkii2nh5s+2jgUHg+236fJXtY4ATgJMlnVbKb7F9XNnA+OvA1baXDZ3m\nRbWx9KfL9Qzg18BXgYtaNVKre7ztVkfPP1LGezxwKvBXkgYk7QNcD5xWxnFWeaZN5wJbbX8Q+AZw\nZXlGg1TP7kMl7zdLzqYrgW+U+K0l37DzdulvP9uIiIiIiIiIiIaukz22N9leXT7/CngUGA1MA24q\n1W4Czih1Ntt+gOrEq6YBYF9JA8B+wLMt6kwBltveYnsrsJxqUgDgHOBrpZ0dtp9v0d9XbK8on1+j\nOv1rTLl+qVZ1f6DjZlO2/8X2vVSTPsNW+rK9XL6n1t6JwHrbG0ofF1M9z6b6M74NmCRJpXyx7Vdt\nP0F1stWJ9cBS72MlDmrf0QjytuzvHtBGRERERERERDQMa8+e8irOCcBK4FDbm8qtnwOHdoq1vZFq\ntc9TwCbgRdvfa1F1NPB07foZYLSkA8v1ZZJWS1oiqWObJeZ0qpVHQ2WzJT1OtbLnwk7xPfgv5RWt\nr5ZJCSRNlTSv1t5JktYADwOzyuRPyzGW+vMkTS3lb9QrcS8Ch3SKrzkE+GVtsqleZ7h525X3u42I\niIiIiIh4mzj/dvtfv/Q82SPpvcDtwJzGChlcnd/ecRTlVaxpwFjgcGB/SZ8ZRl8HqFbo/MD2eOA+\nGq+KNdobABYB19reUOvr9baPAi4GvjKM9ps+bfs44CPl57Ml/1Lbc2vtrbT9IeD3gC+pzT5Ftfpz\nbS/djX79xpJ0vqRVklYtWLio392JiIiIiIiI6IueJnskvYtqoufbtu8oxb+QdFi5fxjQas+aulOA\nJ2w/Z3sbcAfw4bLyZWgT46nARuCIWtyYUvYC8EqJA1gCjC/7vQzFz6vFzQfW2b6mTX8WsxuvA5WV\nSkOvtt1C4zWqFvUfBV4GjqX9GJveqFcmr95H9Rx6iX8BOLDENesMN2+n76SfbezC9nzbE2xPOG/G\nWa2qREREREREROz1ejmNS8CNwKO2r67dWgoMnZQ1E7izS6qngImqTssSMKnkXFnb5HgpsAyYLOmg\nshpoMrCsrB66C/hoyTcJWGv79Vr83NLny6kmF+Y0xjKudvkJYF238bdSNln+rfL5XcAfUm3G3Kw3\ndmiSQtIHgGOAnwEPAOPK/VFUGxa3Ws1Tf8afBP6hPIelwPRy4tVYYBzww3pgqbeixMGu39Fw87bs\n7x7QRkREREREREQ0DHSvwslUryg9LOmhUvZl4ArgVknnAk8CnwKQ9H6qU60OAHZImgMM2l4p6Taq\nDZO3Aw9Srb7Zhe0tki6j+uMfYJ7tLeXzxcDNkq4BngPObsZLGkN1atdjwOqylc51thcAF0g6hWrz\n6K3snIxoS9LPylhGSTqDavLpSWBZmejZB/h/gf9c6k+lOoFrLvD7wCWStgE7gM8NbSot6QKqia19\ngL+2vaaUzwNWlYmvG8t411Odcja9PKM1km4F1pZnOdv26yX+u8B5tp8tz2txmfx6sORjhHlb9rfP\nbUREREREREREg6qFExF7l23Pb8h/7IiIGJF9D/9Iv7sQERHvYNtf26h+9+GtctYHzsjfVbtp0ZP/\nT1/+PwzrNK6IiIiIiIiIiNiz9fIaV0RERERERET8htnR7w7EiPWyQfMRklZIWitpjaTPl/KDJS2X\ntK78PqiUHyPpPkmvSrqokesLJccjkha1O4Zc0sySd52kmbXyUZLmS/qppMckndkidj9Jd5f7ayRd\nUbs3S9LD5eSueyUNSppSO83rZUk/KZ8XSjqkjP1lSdfV8vwPtZiHJD1f9hFqNZYvSVpf8k6plZ9a\nytZLuqRN7Lsl/W2ps1LSkd3yNuLHlrj1Jc+okeZt199+thERERERERERb9bLa1zbgS/aHgQmArMl\nDQKXAPfYHgfcU66h2oz3QuCqehJJo0v5BNvHUm3CO73ZmKSDgUuBk6iOM790aCKJauPlzbaPBgaB\n77fp81W2jwFOAE6WdFopv8X2cbaPB74OXG172dBpXlQbS3+6XM8Afg18Fdhl0sr2r2ongB1PtWHz\nHTSU5zQd+BBwKvBNVUfF7wNcD5xWxnFWqdt0LrDV9geBbwBXdsrbIv5K4BslfmvJN+y8XfrbzzYi\nIiIiIiIioqHrZI/tTbZXl8+/Ah4FRgPTgJtKtZuAM0qdzbYfoDrxqmkA2FfVceT7Ac+2qDMFWG57\ni+2twHKqSQGAc4CvlXZ2DJ1s1ejvK7ZXlM+vUZ3+NaZcv1Sruj/QcbMp2/9i+16qSZ+WJB0N/Dbw\n/7W4PQ1YbPtV208A66kmsE4E1tveUPq4uNRtFT/0jG8DJklSh7z1fgn4WImD2nc0grwt+7sHtBER\nERERERERDcPaoLm8inMCsBI41PamcuvnwKGdYm1vpFrt8xSwCXjR9vdaVB0NPF27fgYYLenAcn2Z\npNWSlkjq2GaJOZ1q5dFQ2WxJj1Ot7LmwU3yPpgN/63KsmaSpqo5PbzuWDuVImqfq+PZd4m1vB14E\nDukUX3MI8MsS16wz3LztyvvdRkREREREREQ09DzZI+m9wO3AnMYKGcpER8dVMuVVrGnAWOBwYH9J\nnxlGXweoVuj8wPZ44D4ar4o12hsAFgHX2t5Q6+v1to8CLga+Moz225le2hnKv9T23JEmsz3X9tK3\noF+/cSSdL2mVpFULFi7qHhARERERERGxF+rpNC5J76Ka6Pm27aG9aX4h6TDbmyQdBmzukuYU4Anb\nz5WcdwAflrQO+KtSZy6wEfhoLW4M8I/AC8Ar7NwbZwlwbtnr5UelrD7RMh9YZ7vlxslUrwl9q0uf\nO5L0O8CA7R+1qbIROKJ2PaaU0aG8VfwzZfLqfVTPoVPeIS8AB0oaKKti6nVGkrdVeb/b2IXt+VTf\nO9ue39Bx8jEiIiIiIiI629F5TUfswXo5jUvAjcCjtq+u3VoKDJ2UNRO4s0uqp4CJqk7LEjCp5FxZ\n2+x4KbAMmCzpoLIaaDKwrKweuoudE0GTgLW2X6/Fzy19vpxqcmFOYyzjapefANZ1G38XZ1Fb1dPC\nUmB6OZlqLDAO+CHwADCunDI1imp1UKvVPPVn/EngH8pzaJf3DaXeihIHu35Hw83bsr97QBsRERER\nERER0dDLyp6Tgc8CD0t6qJR9GbgCuFXSuVSnUX0KQNL7qU61OgDYIWkOMGh7paTbqDZM3g48SFmF\nUWd7i6TLqP74B5hne0v5fDFws6pjzp8Dzm7GSxpDdWrXY8Dqal6J62wvAC6QdArV5tFb2TkZ0Zak\nn5WxjJJ0BjDZ9tpy+1PAxxv1p1KdODbX9hpJtwJry5hn23691LuAamJrH+Cvba8p5fOAVWXi68Yy\n3vVUp5xNL8+oU97vAufZfrY8r8Vl8uvBko8R5m3Z3z63ERERERERERENKvsKR+xV8hpXRESM1L6H\nf6TfXYiIiHew7a9tVL/78Fb5kw9My99Vu2nJk3f25f/DsE7jioiIiIiIiIiIPVtMdppIAAAgAElE\nQVQmeyIiIiIiIiIi9iK9bNB8hKQVktZKWiPp86X8YEnLJa0rvw8q5cdIuk/Sq5IuauT6QsnxiKRF\nkt7Tps2ZJe86STNr5aMkzZf0U0mPSTqzRex+ku4u99dIuqJ2b5akhyU9JOleSYOSppTrhyS9LOkn\n5fNCSYeUsb8s6bpGO2eVXD+W9PeSfqtFX6aV+w+VI8F/v9sYG/HtnrEkXStpfck/vk3875Y+ri/1\nNdK8Hb6TvrUREREREREREW/Wy8qe7cAXbQ8CE4HZkgaBS4B7bI8D7inXUG3GeyFwVT2JpNGlfILt\nY6k24Z3ebEzSwcClwEnAicClQxMFVBsvb7Z9NDAIfL9Nn6+yfQxwAnCypNNK+S22j7N9PPB14Grb\ny4ZO86LaWPrT5XoG8Gvgq0Bz0moA+L+B/9X2vwd+DFzQoh/3AL9Tcp8DLOhhjHXtnvFpVKdYjQPO\np/0R8t8C/qxW99SR5O3S3362EREREREREW8T599u/+uXrpM9tjfZXl0+/wp4FBgNTANuKtVuAs4o\ndTbbfoDqxKumAWDfMlmyH/BsizpTgOW2t9jeCixn5x/35wBfK+3ssP18i/6+YntF+fwa1elfY8r1\nS7Wq+0PnJ2/7X2zfSzXpU6fys39ZZXJAq7HYftk7d8Cut9dpjHUtn3EpX+jK/cCBkg7bpYPV9QG2\n7y99WNiIH07elv3dA9qIiIiIiIiIiIZh7dkj6Uiq1TIrgUNtbyq3fg4c2inW9kaq1T5PAZuAF21/\nr0XV0cDTtetngNGSDizXl0laLWmJpI5tlpjTqVaWDJXNlvQ41cqeCzvFdxjLNuB/Bx6mmuQZpBwH\nXl4Vm1Vr748kPQbcTTVZ1XaMpf4CSRNKebtn3Da+ZnQpb1VnuHk7lfezjYiIiIiIiIho6HmyR9J7\ngduBOY0VMpQVFx1XyZRXcqYBY4HDqVbFfGYYfR2gWqHzA9vjgftovCrWaG8AWARca3tDra/X2z4K\nuBj4yjDar+d+F9VkzwlUY/kx8KWS/wbbN9Ta+055pewM4LJuuW2fZ3tVi/Kuz3gk3q68/9ptAEg6\nv+yNtGrBwkVvd3MRERERERERe6SeJnvK5MbtwLdt31GKfzH06lD5vblLmlOAJ2w/V1bG3AF8WNJJ\n2rlB8lRgI3BELW5MKXsBeKXEASwBxkvapxY/rxY3H1hn+5o2/VnMyF8HOh7A9uNlIuNW4MOdAmz/\nE/DvVG3k3G6MTe2ecS/xG0t5qzrDzdupvJ9t7ML2fNsTbE84b8ZZrapERERERERE7PV6OY1LVK8o\nPWr76tqtpcDQiUkzgTu7pHoKmKjqtCwBk0rOlUMbJNteCiwDJks6qKwGmgwsK5MqdwEfLfkmAWtt\nv16Ln1v6fDnwPmBOYyzjapefANZ1G38bG4FBSf+mXP8B1V5Gu5D0wdrpVOOBd1NNWrUcY4t22j3j\npcCMcrLVRKpX4jbVA8v1S5Imlj7MaMQPJ2+776TfbUREREREREREw0APdU4GPgs8LOmhUvZl4Arg\nVknnAk8CnwKQ9H6qU60OAHZImgMM2l4p6TaqDZO3Aw9Srb7Zhe0tki4DHihF82xvKZ8vBm6WdA3w\nHHB2M17SGKpTux4DVpe5lutsLwAukHQK1ebRW9k5GdGWpJ+VsYySdAYw2fZaSf8H8E+StpXx/2+l\n/qwyjhuAM6kmNrYB/x34D2XSqu0YJS0AbiivcrV8xsB3gY8D66lWO73xHCQ9VE7/Avgc8DfAvsDf\nlR+Gm7fLd9LPNiIiIiIiIuJtsqPfHYgR087DoiL2Htue35D/2BERMSL7Hv6RfnchIiLewba/tlH9\n7sNb5Y8/MDV/V+2mO55c2pf/D8M6jSsiIiIiIiIiIvZsmeyJiIiIiIiIiNiLZLInIiIiIiIiImIv\n0stpXEdIWiFpraQ1kj5fyg+WtFzSuvL7oFJ+jKT7JL0q6aJGri+UHI9IWiTpPW3anFnyrpM0s1Y+\nStJ8ST+V9JikM1vE7ifp7nJ/jaQravdmSXq4HNN+r6RBSVNqR7e/LOkn5fNCSX8g6Ucl5keSPlbL\n9bulfL2ka4dO3Wr0ReXeekk/LidydRxjI77dM26btxHfso8jydvhO+lbGxERERERERHxZr2s7NkO\nfNH2IDARmC1pELgEuMf2OOCecg2wBbgQuKqeRNLoUj7B9rHAPsD0ZmOSDgYuBU4CTgQuHZoooDpl\na7Pto4FB4Ptt+nyV7WOAE4CTJZ1Wym+xfVw5rerrwNW2lw0d3U51itiny/UM4HngdNvHUZ3cdXOt\njW8BfwaMKz+ntujHabX755eYbmOsa/eMW+ZtoV0fh5W3S3/72UZERERERES8TWznZzd/+qXrZI/t\nTbZXl8+/Ah4FRgPTgJtKtZuAM0qdzbYfoDrevGkA2FfSALAf8GyLOlOA5ba32N4KLGfnH/fnAF8r\n7eyw/XyL/r5ie0X5/BrVUe9jyvVLtar7Ax2fvO0HbQ/1cU3p+7slHQYcYPv+cpT6wqHxN0wDFrpy\nP3Bgie00xmb8m55xh7xv6NLH4eZt2d89oI2IiIiIiIiIaBjWnj2SjqRaLbMSONT2pnLr58ChnWJt\nb6Ra7fMUsAl40fb3WlQdDTxdu34GGC3pwHJ9maTVkpZI6thmiTmdamXJUNlsSY9Trey5sFN8w5nA\natuvlj4+0+xjyT9L0qxOY+lQjqQFkiaU8nbPuG18Tds+jiBvp/J+trELSedLWiVp1YKFi1pViYiI\niIiIiNjr9TzZI+m9wO3AnMYKGcqKi46rZMorOdOAscDhwP6SPjOMvg5QrdD5ge3xwH00XhVrtDcA\nLAKutb2h1tfrbR8FXAx8pZeGJX0IuBL48251bd9g+4Ze8raJP8/2qhblXZ/xCNt7W/L+a7dR2plv\ne4LtCefNOOvtbi4iIiIiIiJij9TTZI+kd1FN9Hzb9h2l+BdDrw6V35u7pDkFeML2c7a3AXcAH5Z0\nknZukDwV2AgcUYsbU8peAF4pcQBLgPGS9qnFz6vFzQfW2b6mTX8W08PrQJLGAN8BZth+vBRvLP1q\n9rGp3VjalTe1e8a9xHfq43DzdirvZxsRERERERER0dDLaVwCbgQetX117dZSqk2LKb/v7JLqKWCi\nqtOyBEwqOVe6bJBseymwDJgs6aCyGmgysKysDrkL+GjJNwlYa/v1Wvzc0ufLgfcBcxpjGVe7/ASw\nrsvYDwTuBi6x/d+GysvrSS9JmljGMqPN+JcCM8oJVBOpXl3b1G6MbeJbPeN2ed/QpY/DzdvuO+l3\nGxERERERERHRMNBDnZOBzwIPS3qolH0ZuAK4VdK5wJPApwAkvZ/qVKsDgB2S5gCDtldKuo1qw+Tt\nwINUq292YXuLpMuAB0rRPNtbyueLgZslXQM8B5zdjC8rcf4CeAxYXU7pvs72AuACSadQbR69lZ2T\nEe1cAHwQmCtpbimbbHsz8Dngb4B9gb8rPwzt11Ne5fou8HFgPdWqpLO7jVHSAuCG8ipXy2fcLm+J\nf8jVyWK06+Nw83b5TvrZRkREREREREQ0qJ9HgUW8XbY9vyH/sSMiYkT2Pfwj/e5CRES8g21/baP6\n3Ye3yrR/+4f5u2o33fnUf+3L/4dhncYVERERERERERF7tkz2RERERERERETsRXrZoPkISSskrZW0\nRtLnS/nBkpZLWld+H1TKj5F0n6RXJV3UyPWFkuMRSYskvadNmzNL3nWSZtbKR0maL+mnkh6TdGaL\n2P0k3V3ur5F0Re3eLEkPl5O77pU0KGlK7TSvlyX9pHxeKOkPJP2oxPxI0sdquf5S0tOSXu7w7E6s\n5f5nSX9Uu3dqaWu9pEvaxL9b0t+WOislHVm796VS/hNJU9rEjy1x60ueUSPN266//WwjIiIiIiIi\nIt6sl5U924Ev2h4EJgKzJQ0ClwD32B4H3FOuAbYAFwJX1ZNIGl3KJ9g+FtgHmN5sTNLBwKXAScCJ\nwKVDE0lUGy9vtn00MAh8v02fr7J9DHACcLKk00r5LbaPKxsYfx242vayodO8qDaW/nS5ngE8D5xu\n+ziqzZxvrrVxV+lfJ4+U8R4PnAr8laQBSfsA1wOnlXGcVZ5p07nAVtsfBL4BXFme0SDVs/tQyfvN\nkrPpSuAbJX5ryTfsvF362882IiIiIiIiIqKh62SP7U22V5fPvwIeBUYD04CbSrWbgDNKnc22H6A6\n8appANhX0gCwH/BsizpTgOW2t9jeCiynmhQAOAf4Wmlnh+3nW/T3FdsryufXqE7/GlOuX6pV3R/o\nuNmU7QdtD/VxTen7u8u9+5vHnbfpy/Zy+Z5aeycC621vKH1cTPU8m+rP+DZgkiSV8sW2X7X9BNXJ\nVrtMPJV6HytxUPuORpC3ZX/3gDYiIiIiIiIiomFYe/aUV3FOAFYCh9YmO34OHNop1vZGqtU+TwGb\ngBdtf69F1dHA07XrZ4DRkg4s15dJWi1piaSObZaY06lWHg2VzZb0ONXKngs7xTecCay2/WqXNqdK\nmle7PknSGuBhYFaZ/Gk5xlJ/nqSppfyNeiXuReCQTvE1hwC/rE021esMN2+78n63EREREREREW+T\nHfnZ7Z9+6XmyR9J7gduBOY0VMrg6v73jKpnyKtY0YCxwOLC/pM8Mo68DVCt0fmB7PHAfjVfFGu0N\nAIuAa21vqPX1ettHARcDX+mlYUkfonqV6M+71bW91Pbc2vVK2x8Cfg/4ktrsU1SrP9f20l76FbuS\ndL6kVZJWLVi4qN/diYiIiIiIiOiq256+kv6jqn2UfyzpHkkf6Jazp8keSe+imuj5tu07SvEvJB1W\n7h8GbO6S5hTgCdvP2d4G3AF8uKx8GdrEeCqwETiiFjemlL0AvFLiAJYA48t+L0Px82px84F1tq9p\n05/F9PA6kKQxwHeAGbYf71a/HduPAi8Dx9J+jE1v1CuTV++jeg69xL8AHFjimnWGm7fTd9LPNnZh\ne77tCbYnnDfjrFZVIiIiIiIiIvYYPe7p+yDVfsD/nmqLk693y9vLaVwCbgQetX117dZSqk2LKb/v\n7JLqKWCiqtOyBEwqOVcObZBcVrQsAyZLOqisBpoMLCurh+4CPlryTQLW2n69Fj+39PlyqsmFOY2x\njKtdfgJY12XsBwJ3A5fY/m9dxtcqfuzQJEWZeTsG+BnwADCu3B9FtWFxq9U89Wf8SeAfynNYCkwv\nJ16NBcYBP6wHlnorShzs+h0NN2/L/u4BbURERERERES8k3Xd09f2CtuvlMv7KfsSdzLQrQJwMvBZ\n4GFJD5WyLwNXALdKOhd4EvgUgKT3U51qdQCwQ9IcYND2Skm3UW2YvJ1qZmp+szHbWyRdRvXHP8A8\n21vK54uBmyVdAzwHnN2MLytx/gJ4DFhdzStxne0FwAWSTqHaPHorOycj2rkA+CAwV9LQq1mTbW+W\n9HXgT4H9JD0DLLD9n8rqpAll4un3gUskbaN6Xe9zQ5tKS7qAamJrH+Cvba8p5fOAVWXi68Yy3vVU\np5xNL89ojaRbgbXlWc62/XqJ/y5wXtlY+mJgcZn8erDkY4R5W/a3z21EREREREREvJO12r/2pA71\nzwX+rltSVQsnIvYu257fkP/YERExIvse/pF+dyEiIt7Btr+2Uf3uw1vl9H/7h/m7ajf916fv/nPg\n/FrRfNtvLHyR9EngVNvnlevPAifZvqCZq+x7fAHwv3Q7PKqXlT0RERERERER8RvGnc9hih6UiZ03\nvdVU09OevuUtpb+gh4keGObR6xERERERERER8ZbpuqevpBOAvwKm2u52OBbQ2wbNR0haUY75WiPp\n86X8YEnLJa0rvw8q5cdIuk/Sq5IuauT6QsnxiKRF7Y4hlzSz5F0naWatfJSk+ZJ+KukxSWe2iN1P\n0t3l/hpJV9TuzZL0cDm5615Jg5Km1E7zelnVcWcPSVoo6Q8k/ajE/EjSx2q5/l7SP5c2big7aDf7\nIknXqjo+7ceSxncbYyO+3TNum7cR/7ul7+tLfY00b4fvpG9tRERERERERLyT2d5O9WrWMuBR4Nay\n1+08VXsCA/yfwHuBJWW+otUBT7voZWXPduCLtgeBicBsVceAXQLcY3sccE+5hmoz3guBq+pJJI0u\n5RNsH0u1Ce/0ZmOSDgYupdqQ6ETg0qGJAqolS5ttH011JNn32/T5KtvHACcAJ0s6rZTfYvs428dT\nHVV2te1lQ6d5UW0s/elyPQN4Hjjd9nFUmznfXGvjU7Z/h+oo9X8D/EmLfpxGddrUOKp39L7Vwxjr\n2j3jlnlb+BbwZ7W6p44kb5f+9rONiIiIiIiIiHc029+1fbTto2z/ZSmbWw5uwvYptg+tnUQ+tXPG\nHiZ7bG+yvbp8/hXVTNNoqqPAbirVbgLOKHU2236A6sSrpgFgX1XHke8HPNuizhRgue0ttrcCy9n5\nx/05wNdKOzuGTrZq9PcV2yvK59eoTv8aU65fqlXdHzq/gGj7wXKqFcCa0vd3N3INAKPa5JoGLHTl\nfuBASYd1GWMz/k3PuEPeN5TrA2zfX44vX9iIH07elv3dA9qIiIiIiIiIiIZh7dkj6Uiq1TIrgUNt\nbyq3fg4c2inW9kaq1T5PAZuAF21/r0XVVseOjZZ0YLm+TNJqSUskdWyzxJxOtbJkqGy2pMepVvZc\n2Cm+4UxgdX0jJEnLgM3Ar4DbStksSbM6jaVDOZIWSJpQyts947bxNaNLeas6w83bqbyfbURERERE\nREREQ8+TPZLeC9wOzGmskKGsuOi4Sqa8kjMNGAscDuyv6tiwXg1QrdD5ge3xwH00XhVrtDcALAKu\ntb2h1tfrbR8FXAx8pZeGJX0IuBL483q57SnAYcC7gY+Vshts3zCMce3C9nm2V7Uo7/qMR9je25L3\nX7sNAEnnS1oladWChYve7uYiIiIiIiIi9kg9TfZIehfVRM+3bd9Rin8x9OpQ+d1tR+hTgCdsP2d7\nG3AH8GFJJ2nnBslTaX/s2AvAKyUOYAkwXtI+tfh5tbj5wDrb17Tpz2J6eB1I0hjgO8AM248379v+\nNXAn1URWU7ux9HS0Gu2fcS/xG0t5qzrDzdupvJ9t7ML2fNsTbE84b8ZZrapEREREREREj3bg/Ozm\nT7/0chqXgBuBR21fXbu1lGrTYsrvO7ukegqYqOq0LAGTSs6VtU2GllLtQD1Z0kFlNdBkYFlZHXIX\n8NGSbxKw1vbrtfi5pc+XA+/7/9m7/2Ctqjvf8++PnBDR+Nu5Kj/uwO3gOMRbacm5yo2xyxsckPQE\n7EsqFycJlD/asmJGyWiVJnNbZyBT0S5HHctEm8KeiJXGqLErZDCNXBrTk4kSuWhHQRQuGhUxqBCM\n7VVBPvPHXkc3D8+vcwg+SH9e1FM8e+31/a611zn/nFVrrwXMbXiW8bXLPwU2dHj2o4GlwDW2/79a\n+SdqExl9Jdf6JimWALPLCVSTqF5d29LqGVvENxvjVnnfV67fkDSpjPfshvjB5G31M+l1GxERERER\nERHRoK+LOmcCXwOelPREKfs2cD1wr6SLgN8AXwaQdCLVqVZHArslzQUm2F4l6X6qDZN3AY9Trb7Z\ng+1tkuZTnTUPMM/2tvL9auBuSbcArwIXNMaXlTj/K9Xky5pySvdtthcC35B0DtXm0dv5YDKilW8A\nnwSulXRtKZsCCFhSNms+BFgJ3FHav7Q8xx3Ag8AXgI1Uq5Iu6PSMkhYCd5RXuZqOcau8Jf4JVyeL\nAXwd+AEwAvhZ+TDYvB1+Jr1sIyIiIiIiIiIaqFowE3Fw2fnapvxiR0TEkIwYeVavuxARER9hu97d\nrF734Q/lC//yC/m7ah89+MKDPfl9GNRpXBERERERERERcWDLZE9ERERERERExEGkmw2ax0haKWmd\npLWSrijlx0paLmlD+f+YUn6KpEckvSPpqoZc3yw5npK0WNKhLdqcU/JukDSnVj5c0gJJz0paL2lm\nk9jDJC0t99dKur5JnZmSLKlf0tTaaV5vSnqmfF9U6n5L0sZSPrWW49xStlHSNS2e41JJT5Z8v5A0\noXavad6G+HGSVpV6P5I0vJR/vFxvLPfHtohv2seh5B3sOHwYbURERERERMT+Yzufffz0Sjcre3YB\nV9qeAEwCLiuTFtcAK2yPB1aUa4BtwOXAjfUkkkaV8n7bpwLDgFmNjUk6FrgOOAM4HbhuYCKJauPl\nrbZPBiYAP2/R5xttnwKcBpwpaVot/xHAFcAqANvLBk7zotpY+ivlenZ5zlnAp4Bzge+rOup9GPA9\nYFrpx/n1iZyav7H9r0vuvwRuKn1omrdJ/A3AzbY/SbWh9EWl/CJgeym/udRrHMd2fRxU3iGOw4fR\nRkREREREREQ06DjZY3uL7TXl+++Bp4FRwAzgrlLtLuC8Umer7ceoTrxq1AeMUHVc+WHAy03qTAWW\n295mezuwnOqPf4ALge+Wdnbbfq1Jf9+yvbJ8f5fq9K/RtSrzqSYY3u707OUZ77H9ju3nqE6QOr18\nNtreVNq4p9Rt7MsbtcvDgYFpvVZ53ydJwOeB+0vR+2PMnmN/PzC51K9r2sch5h3UOHwYbRARERER\nERERTQ1qz57yys1pVKtiTrC9pdx6BTihXaztzVSrfV4AtgA7bD/UpOoo4MXa9UvAKElHl+v5ktZI\nuk9S2zZLzBepVh4haSIwxvbSdnGd+tKmHEnzJE2v9eEySf+FamXP5R3yIulBSSOB44Df2d7VWKce\nX+7vKPW76ftQ8g52HD6MNiIiIiIiIiKiia4neyR9AvgxMLdhxQquXkRr+zJaeRVrBjAOGAkcLumr\ng+hrH9UKnV/angg8QsOrYg3t9QGLgVttb5J0CNVrVFcOos1Bs32t7SW16+/Z/iPgauA/dhH/BdvN\nVjxFB5IukbRa0uqFixb3ujsRERERERERPdHVZI+kj1FN9PzQ9gOl+LeSTir3TwK2dkhzDvCc7Vdt\n7wQeAD4r6Qx9sEHydGAzMKYWN7qUvQ68VeIA7gMmln1dBuLn1eIWABts31KujwBOBR6W9DzV/kNL\nJPW36XOrvrQqb+cePniVqZv414Gjy6RVY53348v9o0r9bvo+lLyDHYcPo4292F5gu992/8Wzz29W\nJSIiIiIiIuKg181pXALuBJ62fVPt1hJg4KSsOcBPOqR6AZik6rQsAZNLzlUDGySXFTHLgCmSjimr\ngaYAy8rqoZ8CZ5d8k4F1tt+rxV9b+vwdqkmEuQON295h+3jbY22PBR4Fptte3abPS4BZ5QSpccB4\n4FfAY8D4cuLUcKqNhZc0BksaX7v8U2BDh7zvK8+7EvhSKaqPcX3svwT8vffe5rtpH4eYd1Dj8GG0\nQUREREREREQ01de5CmcCXwOelPREKfs2cD1wr6SLgN8AXwaQdCLVqVZHArslzQUm2F4l6X6qDZN3\nAY9Trb7Zg+1tkuZT/ZEPMM/2tvL9auBuSbcArwIXNMZLGk11atd6YE3Zt/g22wu7eNbGvqyVdC+w\nrvT5MtvvlXa+QTUxNQz4a9trS/k8YHWZuPqGpHOoNqveTpnk6JD3QeDi8irX1cA9ZfLqcapJN8r/\nd0vaSHX62awSOxJYWF4F29Wqj4PNO5Rx+JDaiIiIiIiIiP1kd687EEOmXp77HrG/7HxtU36xIyJi\nSEaMPKvXXYiIiI+wXe9ubjwp+SNr6php+btqHy178Wc9+X0Y1GlcERERERERERFxYMtkT0RERERE\nRETEQaSbDZrHSFopaZ2ktZKuKOXHSlouaUP5/5hSfoqkRyS9I+mqhlzfLDmekrRY0qEt2pxT8m6Q\nNKdWPlzSAknPSlovaWaT2MMkLS3310q6vkmdmZIsqV/S1NppXm9KeqZ8X1TqfkvSxlI+td2YNGlH\nkm4t8b+WNLHTMzbEtxrjlnkb4j8j6clS71aVDYyGkrfNz6RnbURERERERETE3rpZ2bMLuNL2BKrj\nyi+TNAG4BlhhezywolxDtenu5cCN9SSSRpXyftunUm22O6uxMUnHAtcBZwCnA9cNTBRQbby81fbJ\nwATg5y36fKPtU4DTgDMlTavlPwK4AlgFYHvZwGleVBtLf6Vczy7POQv4FHAu8H1Jw9qMSaNpVKdK\njQcuAW7v4hnrWo1x07xN3A78ea3uuUPJ26G/vWwjIiIiIiIiIhp0nOyxvcX2mvL998DTwChgBnBX\nqXYXcF6ps9X2Y1QnUDXqA0ZI6gMOA15uUmcqsNz2NtvbgeV88Mf9hcB3Szu7bb/WpL9v2V5Zvr9L\ndfrX6FqV+cANwNudnr084z2237H9HLAROL3NmDSLX+TKo8DRkk7q8IyN8XuNcZu87yvXR9p+tBxt\nvqghfjB5m/b3AGgjIiIiIiIi9hPn3z7/65VB7dkjaSzVaplVwAm2t5RbrwAntIu1vZlqtc8LwBZg\nh+2HmlQdBbxYu34JGCXp6HI9X9IaSfdJattmifki1coSyitDY2wvbRfXqS8NbYzlgzFB0qWSLu0Q\n3zKvpIWS+kt5qzHu2K9y/VKLOoPN2668l21ERERERERERIOuJ3skfQL4MTDX9hv1e2XFRdspq/JK\nzgxgHDASOFzSVwfR1z6qFTq/tD0ReISGV8Ua2usDFgO32t4k6RDgJuDKQbTZVrMxsX2H7TuGmtP2\nxbZXNynvOMZDbG+/5P2w2wCQdImk1ZJWL1y0eH83FxEREREREXFA6mqyR9LHqCY1fmj7gVL824FX\nh8r/WzukOQd4zvartncCDwCflXSGPtggeTqwGRhTixtdyl4H3ipxAPcBEyUNq8XPq8UtADbYvqVc\nHwGcCjws6XmqvXaW1FbRNNOqL63GpNv4lnkbtBrjbuI3s+fra/U6g83brryXbezB9gLb/bb7L559\nfrMqEREREREREQe9bk7jEnAn8LTtm2q3lgADJybNAX7SIdULwCRVp2UJmFxyrhrYINn2EmAZMEXS\nMWU10BRgWVkd8lPg7JJvMrDO9nu1+GtLn78DHAXMHWjc9g7bx9sea3ss8LgYYx0AACAASURBVCgw\nvdkqmoZnnCXp45LGUW0O/Ks2Y9IsfnY5gWoS1atrW1o9Y4v4ZmPcKu/7yvUbkiaV/s5uiB9M3lY/\nk163EREREREREREN+rqocybwNeBJSU+Usm8D1wP3SroI+A3wZQBJJ1KdanUksFvSXGCC7VWS7qfa\nMHkX8DjV6ps92N4maT7wWCmaZ3tb+X41cLekW4BXgQsa4yWNpjq1az2wppzSfZvthV08a2Nf1kq6\nF1hX+nyZ7fckfa7ZmNh+cGC/nvIq14PAF6g2dn5roL/tnlHSQuCOMgnVdIxb5S3xT5STxQC+DvwA\nGAH8rHwYbN4OP5NethERERERERERDVQtmIk4uOx8bVN+sSMiYkhGjDyr112IiIiPsF3vblav+/CH\ncs6Yqfm7ah/9pxeX9eT3YVCncUVERERERERExIEtkz0REREREREREQeRTPZERERERERERBxEujmN\na4yklZLWSVor6YpSfqyk5ZI2lP+PKeWnSHpE0juSrmrI9c2S4ylJiyUd2qLNOSXvBklzauXDJS2Q\n9Kyk9ZJmNok9TNLScn+tpOub1JkpyZL6JU2tHd3+pqRnyvdFpe63JG0s5VNL2aGSfiXpH0sb/3uL\n57hU0pMl3y8kTajd2ytvk/hxklaVej+SNLyUf7xcbyz3x7aIP7fk3yjpmn3J26q/vWwjIiIiIiIi\nIvbWzcqeXcCVticAk4DLyqTFNcAK2+OBFeUaYBtwOXBjPYmkUaW83/apwDBgVmNjko4FrgPOAE4H\nrhuYSKI6ZWur7ZOBCcDPW/T5RtunAKcBZ0qaVst/BHAFsArA9rKBo9upThH7SrmeXZ5zFvAp4Fzg\n+5KGAe8An7f9aeCPgXNVHSPe6G9s/+uS+y+Bm0ofWuVtdANws+1PAtuBi0r5RcD2Un5zqdc4jsOA\n7wHTylidX5tsGlTeVv09ANqIiIiIiIiIiAYdJ3tsb7G9pnz/PfA0MAqYAdxVqt0FnFfqbLX9GLCz\nSbo+YISkPuAw4OUmdaYCy21vs70dWE71xz/AhcB3Szu7bb/WpL9v2V5Zvr9LddT76FqV+VQTDG93\nevbyjPfYfsf2c1THhZ/uypulzsfKZ69dym2/Ubs8vFanad56rCQBnwfuL0XvjzF7jv39wORSv+50\nYKPtTWUc7gFmDDFvq/72rA0iIiIiIiIioqlB7dlTXrk5jWpVzAm2t5RbrwAntIu1vZlqtc8LwBZg\nh+2HmlQdBbxYu34JGCXp6HI9X9IaSfdJattmifki1cojJE0Exthe2i6uU19KrmGSngC2Uk1OrSrl\n8yRNr/XhMkn/hWplz+Vd5H1Q0kjgOOB3tnc11qnHl/s7Sv1u+j6UvK1y9bKNvUi6RNJqSasXLlrc\nrEpERERERER0yXY++/jpla4neyR9AvgxMLdhxQqunqDtU5RXsWYA44CRwOGSvjqIvvZRrdD5pe2J\nwCM0vCrW0F4fsBi41fYmSYdQvUZ15SDabMn2e65ezxoNnC7p1FJ+re0ltXrfs/1HwNXAf+wi7xds\nN1vxFB3YXmC733b/xbPP73V3IiIiIiIiInqiq8keSR+jmuj5oe0HSvFvJZ1U7p9EtcKlnXOA52y/\nansn8ADwWUln6IMNkqcDm4ExtbjRpex14K0SB3AfMHFghU35zKvFLQA22L6lXB8BnAo8LOl5qv2H\nlkjqb9PnVn15n+3fASv54FWzVu7hg1eZOualet6jy6RVY53348v9o0r9bvo+lLytcvWyjYiIiIiI\niIhoopvTuATcCTxt+6barSXAwElZc4CfdEj1AjBJ1WlZAiaXnKtcNkguK2KWAVMkHVNWA00BlpXV\nQz8Fzi75JgPrBlbYlM+1pc/foZpEmDvQuO0dto+3Pdb2WOBRYLrt1W36vASYVU6QGgeMB34l6b8Z\neK1M0gjgfwDWNxm78bXLPwU2tMtbjy3PuxL4Uimqj3F97L8E/L33Xh/2GDC+nIo1nGrz4yVDzNuq\nvz1rg4iIiIiIiIhoqq9zFc4EvgY8WfaoAfg2cD1wr6SLgN8AXwaQdCLVqVZHArslzQUm2F4l6X6q\nDZN3AY9Trb7Zg+1tkuZT/ZEPMM/2tvL9auBuSbcArwIXNMZLGk11atd6YE3Zt/g22wu7eNbGvqyV\ndC+wrvT5MtvvlZVMd5WTog4B7rX9/5T25wGry8TVNySdQ7VZ9XbKJEervCX+QeDi8irX1cA9ZfLq\ncapJN8r/d0vaSHX62awSOxJYWF4F2yXpG1STZ8OAv7a9tjaOXeft0N9ethERERERERERDdTLDYMi\n9pedr23KL3ZERAzJiJFn9boLERHxEbbr3c2NJyV/ZE0ePSV/V+2jFS891JPfh25W9kRERERERETE\nPzO725/DFAewQR29HhERERERERERB7ZuNmgeI2mlpHWS1kq6opQfK2m5pA3l/2NK+SmSHpH0jqSr\nGnJ9s+R4StJiSYe2aHNOybtB0pxa+XBJCyQ9K2m9pJlNYg+TtLTcXyvp+iZ1ZkqypH5JU2uneb0p\n6ZnyfVGp+y1JG0v51FqO5yU9Weo23eRZlVtL/K8lTez0jA3xrca4Zd6G+M+UPm4s9TXUvG1+Jj1r\nIyIiIiIiIiL21s3Knl3AlbYnUB1XfpmkCcA1wArb44EV5RqqTXcvB26sJ5E0qpT32z6VarPdWY2N\nSToWuA44AzgduG5gooBq4+Wttk8GJgA/b9HnG22fApwGnClpWi3/EcAVwCoA28sGTvOi2lj6K+V6\ndnnOWcCnqI5W/76qTZkH/LtSt9Xx7dOoTpUaD1wC3N7FM9a1GuOmeZu4HfjzWt2B4+EHlbdDf3vZ\nRkREREREREQ06DjZY3uL7TXl+++Bp4FRwAzgrlLtLuC8Umer7ceoTqBq1AeMkNQHHAa83KTOVGC5\n7W22twPL+eCP+wuB75Z2dtt+rUl/37K9snx/l+r0r9G1KvOBG4C3Oz17ecZ7bL9j+zlgI9VERLdm\nAItceRQ4WtVJXu2esTF+rzFuk/d95fpI24+Wo80XNcQPJm/T/h4AbUREREREREREg0Ht2SNpLNVq\nmVXACba3lFuvACe0i7W9mWq1zwvAFmCH7YeaVB0FvFi7fgkYJenocj1f0hpJ90lq22aJ+SLVyhLK\nK0NjbC9tF9epLwOPBDwk6T9LuqTW5qWSLu0Q3zKvpIWSBlYKtRrjdv2q9/2lFnUGm7ddeS/biIiI\niIiIiIgGXU/2SPoE8GNgru036vfKiou223SXV3JmAOOAkcDhkr46iL72Ua3Q+aXticAjNLwq1tBe\nH7AYuNX2JkmHADcBVw6izXY+V/oxjerVtj8BsH2H7TuGmtT2xbb32gOomzEeYnv7Je+H3QaApEsk\nrZa0euGixfu7uYiIiIiIiIOa82+f//VKV5M9kj5GNdHzQ9sPlOLfDrw6VP7f2iHNOcBztl+1vRN4\nAPispDP0wQbJ04HNwJha3OhS9jrwVokDuA+YKGlYLX5eLW4BsMH2LeX6COBU4GFJz1PtP7Sktoqm\nmVZ9GViphO2twN/S/PWuVvEt8zZoNcbdxG9mz9fX6nUGm7ddeS/b2IPtBbb7bfdfPPv8ZlUiIiIi\nIiIiDnrdnMYl4E7gads31W4tAQZOTJoD/KRDqheASapOyxIwueRcNbBBsu0lwDJgiqRjymqgKcCy\nsjrkp8DZJd9kYJ3t92rx15Y+fwc4Cpg70LjtHbaPtz3W9ljgUWB6s1U0Dc84S9LHJY2j2hz4V5IO\nLxs9I+nw0senWsTPLidQTaJ6dW1Lq2dsEd9sjFvlfV+5fkPSpDLesxviB5O31c+k121ERERERERE\nRIO+LuqcCXwNeFLSE6Xs28D1wL2SLgJ+A3wZQNKJVKdaHQnsljQXmGB7laT7qTZM3gU8TrX6Zg+2\nt0maDzxWiubZ3la+Xw3cLekW4FXggsZ4SaOpTu1aD6wpp3TfZnthF8/a2Je1ku4F1pU+X2b7vbJX\n0N+W3H3A39j+u9L+pSX2DuBB4AtUGzu/NdDfds8oaSFwR5mEajrGrfKW+CfKyWIAXwd+AIwAflY+\nDDZvh59JL9uIiIiIiIiIiAaqFsxEHFx2vrYpv9gRETEkI0ae1esuRETER9iudzer1334Qzl79Dn5\nu2ofPfzSf+rJ78OgTuOKiIiIiIiIiIgDWyZ7IiIiIiIiIiIOIt1s0DxG0kpJ6yStlXRFKT9W0nJJ\nG8r/x5TyUyQ9IukdSVc15PpmyfGUpMWSDm3R5pySd4OkObXy4ZIWSHpW0npJM5vEHiZpabm/VtL1\nTerMlGRJ/ZKm1k7zelPSM+X7olL3W5I2lvKptRxHS7q/tPO0pH/bpJ0Zkn5d8q2W9LlOz9gQ32qM\nJenW0q9fS5rYIv4zkp4s9W4tGxwPKW+bn0nP2oiIiIiIiIj9Z7edzz5+eqWblT27gCttT6A6rvwy\nSROAa4AVtscDK8o1wDbgcuDGehJJo0p5v+1TgWHArMbGJB0LXAecQXWc+XUDEwVUGy9vtX0yMAH4\neYs+32j7FOA04ExJ02r5jwCuAFYB2F42cJoX1cbSXynXs8tzzgI+BZwLfF/SsJLq/wL+rrTzaeDp\nJv1YAXy65L4QWNjFM9a1GuNpVCeDjQcuAW5vMQ63A39eq3vuUPJ26G8v24iIiIiIiIiIBh0ne2xv\nsb2mfP891aTGKGAGcFepdhdwXqmz1fZjwM4m6fqAEZL6gMOAl5vUmQost73N9nZgOR/8cX8h8N3S\nzm7brzXp71u2V5bv71Kd/jW6VmU+cAPwdqdnL894j+13bD9HdYLU6ZKOAv6E6kh6bL9r+3dN+vKm\nP9gB+3Bg4Hu7Z2xsf68xLuWLXHkUOFrSSfXAcn2k7UdLHxY1xA8mb9P+HgBtRERERERERESDQe3Z\nI2ks1WqZVcAJtreUW68AJ7SLtb2ZarXPC8AWYIfth5pUHQW8WLt+CRgl6ehyPV/SGkn3qToCvV1/\njwa+SLWyhPLK0BjbS9vFdeoLMI7q6Pf/W9LjkhZKOry0canK8evl+s8krQeWUk1WtctLydVfyluN\nccv4hr6/1KLOYPO2K+9lGxERERERERHRoOvJHkmfAH4MzLX9Rv1eWXHR9mW08krODKqJkpHA4ZK+\nOoi+9lGt0Pml7YnAIzS8KtbQXh+wGLjV9iZJhwA3AVcOos12fZkI3G77NOCfKK8p2b7D9h0DFW3/\nbXnV6zyqVUVt2b7Y9uom5R3HeCj2V94Puw0ASZeUvZFWL1y0eH83FxEREREREXFA6mqyR9LHqCZ6\nfmj7gVL824FXh8r/WzukOQd4zvartncCDwCflXSGPtggeTqwGRhTixtdyl4H3ipxAPcBEyUNq8XP\nq8UtADbYvqVcHwGcCjws6Xmq/YeW1FbRNNOqLy8BL9leVcrvp5r8acn2PwD/StLxbfI2ajXG3cRv\nZs/X1+p1Bpu3XXkv29iD7QW2+233Xzz7/GZVIiIiIiIiIg563ZzGJaq9aZ62fVPt1hJg4MSkOcBP\nOqR6AZik6rQsAZNLzlUDGyTbXgIsA6ZIOqasBpoCLCurQ34KnF3yTQbW2X6vFn9t6fN3gKOAuQON\n295h+3jbY22PBR4FpjdbRdPwjLMkfVzSOKrNgX9l+xXgRUn/Xb0vTcbuk7XTqSYCH6eatGr6jC3a\nbzbGS4DZ5WSrSVSvxG2pB5brNyRNKn2Y3RA/mLytfia9biMiIiIiIiL2E+ezz59e6euizpnA14An\nJT1Ryr4NXA/cK+ki4DfAlwEknUh1qtWRwG5Jc4EJtldJup9qw+RdwONUq2/2YHubpPnAY6Vonu1t\n5fvVwN2SbqHaM+eCxnhJo6lO7VoPrClzLbfZXtjFszb2Za2ke6kmcnYBl9l+r9z+n4EfShoObBro\ny8B+PeVVrplUExs7gf8K/IcyadXyGSUtBO4ok1BNxxh4EPgC1YbRb9XHQdIT5fQvgK8DPwBGAD8r\nHwabt8PPpJdtREREREREREQDuYfnvkfsLztf25Rf7IiIGJIRI8/qdRciIuIjbNe7m9XrPvyhnDVq\ncv6u2kf/7+YVPfl9GNRpXBERERERERERcWDLZE9ERERERERExEGkmw2ax0haKWmdpLWSrijlx0pa\nLmlD+f+YUn6KpEckvSPpqoZc3yw5npK0WNKhLdqcU/JukDSnVj5c0gJJz0paL2lmk9jDJC0t99dK\nur5JnZmSLKlf0tTaaV5vSnqmfF9U6n5L0sZSPnUwz1I2dv5RiV8laWztXtO8DfHjStzGkmd4p7wN\n8eeW/BslXbMveduMQ8/aiIiIiIiIiIi9dbOyZxdwpe0JVMeVXyZpAnANsML2eGBFuQbYBlwO3FhP\nImlUKe+3fSowDJjV2JikY4HrgDOA04HrBiaSqDZe3mr7ZGAC8PMWfb7R9inAacCZkqbV8h8BXAGs\nArC9bOA0L6qNpb9SrmeX55wFfAo4F/i+qqPeu3oW4CJgu+1PAjcDN5Q+NM3bJP4G4OYSv73ka5m3\nYRyHAd8DppWxOr+0O+i8bcah121ERERERETEfrIb57OPn17pONlje4vtNeX774GngVHADOCuUu0u\n4LxSZ6vtx4CdTdL1ASMk9QGHAS83qTMVWG57m+3twHKqP/4BLgS+W9rZbfu1Jv19y/bK8v1dqtO/\nRteqzKeaYHi707OXZ7zH9ju2n6M6Qer0QTxLfYzuByZLUoe8wPtH3n++xEFtjNvkrTsd2Gh7UxmH\ne4AZQ8zbqr89a2OvkY6IiIiIiIgIYJB79pRXbk6jWhVzgu0t5dYrwAntYm1vplrt8wKwBdhh+6Em\nVUcBL9auXwJGSTq6XM+XtEbSfZLatllivki18ghJE4Extpe2i+vUl3bPImmepOmN8bZ3ATuA41rl\nLfEPShpZ6v2uxO1Rp03ejn0fYt5WuXrZRkREREREREQ00fVkj6RPAD8G5tp+o37P1fntbdcnlVex\nZgDjgJHA4ZK+Ooi+9lGt0Pml7YnAIzS8KtbQXh+wGLjV9iZJhwA3AVcOos1WuVs+i+1rbS8Zam7b\nX7DdbJVQdCDpEkmrJa1euGhxr7sTERERERER0RNdTfZI+hjVRM8PbT9Qin8r6aRy/yRga4c05wDP\n2X7V9k7gAeCzks7QBxskTwc2A2NqcaNL2evAWyUO4D5gYtnXZSB+Xi1uAbDB9i3l+gjgVOBhSc9T\n7T+0RFJ/mz636kvTZ2kXXyafjirP0Spv3evA0SWusU6rvN30fSh5W+XqZRt7sb3Adr/t/otnn9+s\nSkRERERERMRBr5vTuATcCTxt+6barSXAwElZc4CfdEj1AjBJ1WlZAiaXnKsGNkguK2KWAVMkHVNW\n0EwBlpXVQz8Fzi75JgPrbL9Xi7+29Pk7VJMIcwcat73D9vG2x9oeCzwKTLe9uk2flwCzyglS44Dx\nwK9aPUuL+IEx+hLw9+U5WuV9X6m3ssTBnmPcKm/dY8D4cirWcKrNj5cMMW+r/vasjb1GOiIiIiIi\nIiKA6tWoTs4EvgY8KemJUvZt4HrgXkkXAb8Bvgwg6USqU62OBHZLmgtMsL1K0v1UGybvAh6nWn2z\nB9vbJM2n+iMfYJ7tbeX71cDdkm4BXgUuaIyXNJrq1K71wJqyb/Ftthd28ayNfVkr6V5gXenzZbbf\nA1o+S1ldtLpMXN1Z+ruR6pSyWR3yIulB4OLyKtfVwD1l8urxko9WectePwvLq2C7JH2DavJsGPDX\nttfWxrHrvB3628s2IiIiIiIiIqKB9l4QEvHRt/O1TfnFjoiIIRkx8qxedyEiIj7Cdr27ufGk5I+s\nfzvq3+Xvqn30yOaVPfl9GNRpXBERERERERERcWDLZE9ERERERERExEGkmw2ax0haKWmdpLWSrijl\nx0paLmlD+f+YUn6KpEckvSPpqoZc3yw5npK0WNKhLdqcU/JukDSnVj5c0gJJz0paL2lmk9jDJC0t\n99dKur5JnZmSLKlf0tTaaV5vSnqmfF9U6n5L0sZSPrWW44ryHGvLvkTNnmOGpF+XfKslfa7TMzbE\ntxpjSbq19OvXkia2iP+MpCdLvVvLZtJDytvmZ9KzNiIiIiIiIiJib92s7NkFXGl7AtVx5ZdJmgBc\nA6ywPR5YUa6h2nT3cuDGehJJo0p5v+1TqTbbndXYmKRjgeuAM4DTgesGJgqoNl7eavtkYALw8xZ9\nvtH2KcBpwJmSptXyHwFcAawCsL1s4DQvqo2lv1KuZ5fnnAV8CjgX+L6qo95PBf689O/TwP8o6ZNN\n+rEC+HTJfSGwsItnrGs1xtOoTqsaD1wC3N5iHG4v/Ryoe+5Q8nboby/biIiIiIiIiIgGHSd7bG+x\nvaZ8/z3VEeOjgBnAXaXaXcB5pc5W248BO5uk6wNGSOoDDgNeblJnKrDc9jbb24HlfPDH/YXAd0s7\nu22/1qS/b9leWb6/S3Vi1uhalfnADcDbnZ69POM9tt+x/RywkWoi4r8HVpW2dlFNOv37Jn15s3Yk\n+uHAwPd2z9jY/l5jXMoXufIocLSkk+qB5fpI24+WPixqiB9M3qb9PQDaiIiIiIiIiIgGg9qzR9JY\nqtUyq4ATbG8pt14BTmgXa3sz1WqfF4AtwA7bDzWpOgp4sXb9EjBK0tHler6kNZLuk9S2zRLzRaqV\nJZRXhsbYXtourlNfgKeAsyQdJ+kw4AvAmNLGpZIurfXhzyStB5ZSTVa1y4ukhZL6S3mrMW4Z39D3\nl1rUGWzeduW9bCMiIiIiIiL2E9v57OOnV7qe7JH0CeDHwFzbb9TvlRUXbZ+ivJIzAxgHjAQOl/TV\nQfS1j2qFzi9tTwQeoeFVsYb2+oDFwK22N0k6BLgJuHIQbTZl+2mq1UEPAX8HPAG8V+7dYfuOWt2/\ndfVK2XlUq4o65b7Y9uom5R3HeCj2V94Puw0ASZeUvZFWL1y0eH83FxEREREREXFA6mqyR9LHqCZ6\nfmj7gVL824FXh8r/WzukOQd4zvartncCDwCflXSGPtggeTqwmbJKphhdyl4H3ipxAPcBE8seOgPx\n82pxC4ANtm8p10cApwIPS3qeav+hJbVVNM206gu277T9Gdt/AmwHnm338Lb/AfhXko5vl7dBqzHu\nJn4ze76+Vq8z2LztynvZxh5sL7Ddb7v/4tnnN6sSERERERERcdDr5jQuAXcCT9u+qXZrCTBwYtIc\n4CcdUr0ATFJ1WpaAySXnKpcNkm0vAZYBUyQdU1YDTQGWldUhPwXOLvkmA+tsv1eLv7b0+TvAUcD7\np2TZ3mH7eNtjbY8FHgWmN1tF0/CMsyR9XNI4qs2Bf1Xa+Bfl/39JtV/P3zQZu0/WTqeaCHycatKq\n6TO2aL/ZGC8BZpeTrSZRvRK3pR5Yrt+QNKn0YXZD/GDytvqZ9LqNiIiIiIiIiGjQ10WdM4GvAU9K\neqKUfRu4HrhX0kXAb4AvA0g6kepUqyOB3aqOJZ9ge5Wk+6k2TN4FPE61+mYPtrdJmg88Vorm2d5W\nvl8N3C3pFuBV4ILGeEmjqU7tWg+sKXMtt9le2MWzNvZlraR7gXWlz5fZfq/c/rGk46g2or7M9u9K\n+5eW2DuAmVQTGzuB/wr8hzJp1fIZJS0E7iiTUE3HGHiQap+gjVSrnd4fB0lPuDr9C+DrwA+AEcDP\nyofB5u3wM+llGxERERERERHRQL3cMChif9n52qb8YkdExJCMGHlWr7sQEREfYbve3axe9+EPZdLI\ns/N31T569OWHe/L7MKjTuCIiIiIiIiIi4sDWzWtcEREREREREfHPzO79f6hy7CfdbNA8RtJKSesk\nrZV0RSk/VtJySRvK/8eU8lMkPSLpHUlXNeT6ZsnxlKTFkg5t0eackneDpDm18uGSFkh6VtJ6STOb\nxB4maWm5v1bS9U3qzJRkSf2SptZO83pT0jPl+yJJx5Vnf1PSbQ05/g9JL0p6s8P4fUvSxpJ3aq38\n3FK2UdI1LWI/LulHpc4qSWM75W2IH1fiNpY8w4eat1V/e9lGREREREREROytm9e4dgFX2p5AdVz5\nZZImANcAK2yPB1aUa4BtwOXAjfUkkkaV8n7bpwLDgFmNjUk6FrgOOAM4HbhuYCKJauPlrbZPBiYA\nP2/R5xttnwKcBpwpaVot/xHAFcAqANvLBk7zotpY+ivlejbwNvAXwFV7tVCdDHZ6i/YH2ppQnvFT\nwLnA91UdFT8M+B4wrTzH+aVuo4uA7bY/CdwM3NAub5P4G4CbS/z2km/QeTv0t5dtRERERERERESD\njpM9trfYXlO+/x54GhgFzADuKtXuAs4rdbbafozqlKpGfcAISX3AYcDLTepMBZbb3mZ7O7CcalIA\n4ELgu6Wd3bZfa9Lft2yvLN/fpTr9a3StynyqyYO3u3j2f7L9i2Z1bT/aeNx5EzOAe2y/Y/s5qhOo\nTi+fjbY3lT7eU+o2ix8Y4/uByZLUJu/7Sr3Plzio/YyGkLdpfw+ANiIiIiIiIiKiwaA2aC6v4pxG\ntSrmhNpkxyvACe1ibW+mWu3zArAF2GH7oSZVRwEv1q5fAkZJOrpcz5e0RtJ9ktq2WWK+SLXyCEkT\ngTG2l7aL2xeSpkuaVy6bPkubciTNkzS9Md72LmAHcFy7+JrjgN+VuMY6g83bqrzXbURERERERERE\ng64neyR9AvgxMNf2G/V7rs5vb7tzU3kVawYwDhgJHC7pq4Poax/VCp1f2p4IPELDq2IN7fUBi4Fb\nbW+SdAhwE3DlINocNNtLbF+7D/HX2l7yh+zTPxeSLpG0WtLqhYsW97o7ERERERERET3R1Wlckj5G\nNdHzQ9sPlOLfSjrJ9hZJJwFbO6Q5B3jO9qsl5wPAZyVtAP6q1LkW2AycXYsbDTwMvA68BQy0fx9w\nUdnr5T+XsvpEywJgg+1byvURwKnAw9WbQZwILJE03fbqbsZhCDYDYxqeZXP53qq8WfxLZfLqKKpx\naJd3wOvA0ZL6yqqYep2h5G1W3us29mB7AdXPnZ2vbcq28RERERERlDdKHwAAIABJREFUEfvAOY3r\nI6ub07gE3Ak8bfum2q0lwMBJWXOAn3RI9QIwSdVpWQIml5yrBjZILitalgFTJB1TVgNNAZaV1UM/\n5YOJoMnAOtvv1eKvLX3+DtXkwtyBxm3vsH287bG2xwKPAvtzogeqMZpVTqYaB4wHfgU8Bowvp0wN\np9qwuNlqnvoYfwn4+zIOrfK+r9RbWeJgz5/RYPM27e8B0EZERERERERENOhmZc+ZwNeAJyU9Ucq+\nDVwP3CvpIuA3wJcBJJ1IdarVkcBuSXOBCbZXSbqfasPkXcDjlFUYdba3SZpP9cc/wDzb28r3q4G7\nJd0CvApc0BgvaTTVqV3rgTVlFc9tthd28ax7kfR8eZbhks4DptheJ+kvgf8JOEzSS8BC2/9b2W+n\nv7yOtVbSvcC68syX2X6v5P0G1cTWMOCvba8t5fOA1WXi687yvBupTjmbVcaoXd4HgYttv1zG654y\n+fV4yccQ8zbtb4/biIiIiIiIiIgGqhZORBxc8hpXREQM1YiRZ/W6CxER8RG2693N6nUf/lD+zcg/\nyd9V++ixl/+hJ78PgzqNKyIiIiIiIiIiDmyZ7ImIiIiIiIiIOIh0dRpXRERERERERPzzkm1fPrq6\nOY1rjKSVktZJWivpilJ+rKTlkjaU/48p5adIekTSO5Kuasj1zZLjKUmLJR3aos05Je8GSXNq5cMl\nLZD0rKT1kmY2iT1M0tJyf62k65vUmSnJkvolTZX0RPm8KemZ8n2RpOPKs78p6bbBtFHqnV7L/Y+S\n/qx279zS1kZJ17SI/7ikH5U6qySNrd37Vil/RtLUFvHjStzGkmf4UPO26m8v24iIiIiIiIiIvXXz\nGtcu4ErbE4BJwGWSJgDXACtsjwdWlGuoTl66HLixnkTSqFLeb/tUqhOXZjU2JulY4DrgDOB04LqB\niSSqU7a22j4ZmAD8vEWfb7R9CnAacKakabX8RwBXAKsAbC8bOLqd6hSxr5Tr2cDbwF8AV+3VQps2\nap4qz/vHwLnAX0nqkzQM+B4wrTzH+WVMG10EbLf9SeBm4IbyDBOoxu5TJe/3S85GNwA3l/jtJd+g\n83boby/biIiIiIiIiIgGHSd7bG+xvaZ8/z3wNDAKmAHcVardBZxX6my1/Riws0m6PmCEpD7gMODl\nJnWmAsttb7O9HVhONSkAcCHw3dLObtuvNenvW7ZXlu/vUh31PrpWZT7V5MHbXTz7P9n+RWPdLtqo\n19tVLg8FBtbAnQ5stL2pxN9DNZ6N6mN8PzBZkkr5Pbbfsf0csLHkfF+p9/kSB7Wf0RDyNu3vAdBG\nRERERERERDQY1AbN5VWc06hWxZxge0u59QpwQrtY25upVvu8AGwBdth+qEnVUcCLteuXgFGSji7X\n8yWtkXSfpLZtlpgvUq08QtJEYIztpe3iBqNJG9MlzavdP0PSWuBJ4NIy+dP0GUv9eZKml/L365W4\nHcBx7eJrjgN+V5tsqtcZbN5W5b1uYw+SLpG0WtLqhYsWN6sSERERERERcdDrerJH0ieAHwNzbb9R\nv+dq16a2OzeVV7FmAOOAkcDhkr46iL72Ua2e+aXticAjNLwq1tBeH7AYuNX2JkmHADcBVw6izbYa\n2wCwvcT2tQN1bK+y/Sng3wDfUot9imr1r7W95A/Vx39ObC+w3W+7/+LZ5/e6OxERERERERE90dVk\nj6SPUU30/ND2A6X4t5JOKvdPArZ2SHMO8JztV23vBB4APltWvgxsYjwd2AyMqcWNLmWvA2+VOID7\ngIllv5eB+Hm1uAXABtu3lOsjgFOBhyU9T7X/0BJJ/d2MQQuNbbRk+2ngzdKHVs/Y6P16ZWLpKKpx\n6Cb+deDoEtdYZ7B52/1MetlGRERERERERDTo5jQuAXcCT9u+qXZrCTBwUtYc4CcdUr0ATFJ1kpWA\nySXnqoENksuKlmXAFEnHlNVAU4BlZfXQT4GzS77JwDrb79Xiry19/g7V5MLcgcZt77B9vO2xtscC\njwLTba/uNAYtxmWvNprUGTcwSSHpvwVOAZ4HHgPGl/vDqTYsbraapz7GXwL+vozDEmBWOfFqHDAe\n+FU9sNRbWeJgz5/RYPM27e8B0EZERERERETsJ7txPvv46ZW+zlU4E/ga8KSkJ0rZt4HrgXslXQT8\nBvgygKQTqU61OhLYLWkuMMH2Kkn3U21mvAt4nGplzB5sb5M0n+qPf4B5treV71cDd0u6BXgVuKAx\nXtJoqlO71gNrqnklbrO9sItn3UtZBXQkMFzSeVSTT2+0aqOsTuovE0+fA66RtBPYDXx9YFNpSd+g\nmtgaBvy17bWlfB6wukx83VmedyPVKWezyhitlXQvsI5qLC+z/V6JfxC42PbLZbzuKRNTj5d8DDFv\n0/72uI2IiIiIiIiIaKBq4UTEwWXna5vyix0REUMyYuRZve5CRER8hO16d7N63Yc/lIknfS5/V+2j\nNVt+0ZPfh0GdxhUREREREREREQe2TPZERERERERERBxEutmgeYyklZLWSVor6YpSfqyk5ZI2lP+P\nKeWnSHpE0juSrmrI9c2S4ylJi1sdQy5pTsm7QdKcWvlwSQskPStpvaSZTWIPk7S03F8r6fomdWZK\nsqR+SVNrp3m9KemZ8n2RpOPKs78p6bYWfV0i6akW9yTpVkkbJf1a0sROz9gQ32qMW+ZtiP+MpCdL\nvVtVNhcaSt42P5OetRERERERERERe+tmZc8u4ErbE6iOK79M0gTgGmCF7fHAinIN1Wa8lwM31pNI\nGlXK+22fSrUJ76zGxiQdC1wHnAGcDlw3MFFAtSnyVtsnAxOAn7fo8422TwFOA86UNK2W/wjgCmAV\ngO1lA6d5UW0s/ZVyPRt4G/gL4Kq9Wqhy/Xuq49RbmUZ12tR44BLg9i6esa7VGDfN28TtwJ/X6p47\nlLwd+tvLNiIiIiIiImI/sZ3PPn56peNkj+0ttteU778HngZGATOAu0q1u4DzSp2tth8DdjZJ1weM\nUHUc+WHAy03qTAWW295mezuwnA/+uL8Q+G5pZ/fAyVYN/X3L9sry/V2q079G16rMB26gmsjp9Oz/\nZPsXzepK+gTwvwDfaZNiBrDIlUeBoyWd1OEZG+P3GuM2eev9Owk40vajrn7DFjXEDyZv0/4eAG1E\nRERERERERINB7dkjaSzVaplVwAm2t5RbrwAntIu1vZlqtc8LwBZgh+2HmlQdBbxYu34JGCXp6HI9\nX9IaSfdJattmifki1coSyitDY2wvbRfXpfnA/wm81dDmpZIuLZdNn6VNOZIWSuov5a3GuGV8zahS\n3qzOYPO2K+9lGxERERERERHRoOvJnrKS5cfAXNtv1O+VFRdt1yeVV3JmAOOAkcDhkr46iL72Ua3Q\n+aXticAjNLwq1tBeH7AYuNX2JkmHADcBVw6izVa5/xj4I9t/23jP9h227xhqbtsX217dpLzjGA+x\nvf2S98NuA0DSJZJWS1q9cNHi/d1cRERERERExAGpq8keSR+jmuj5oe0HSvFvB14dKv9v7ZDmHOA5\n26/a3gk8AHxW0hn6YIPk6cBmYEwtbnQpe51qFc1A+/cBEyUNq8XPq8UtADbYvqVcHwGcCjws6Xmq\n/YeW1FbRDMa/BfpLnl8AJ0t6uEm9Vs/SqrxRqzHuJn4ze76+Vq8z2LztynvZxh5sL7Ddb7v/4tnn\nN6sSERERERERcdDr5jQuAXcCT9u+qXZrCTBwYtIc4CcdUr0ATFJ1WpaAySXnKpcNkm0vAZYBUyQd\nU1YDTQGWldUhPwXOLvkmA+tsv1eLv7b0+TvAUcDcgcZt77B9vO2xtscCjwLTm62i6cT27bZHljyf\nA561fXaTqkuA2eUEqklUr65tafWMLeKbjXGrvPU+bgHekDSpjPfshvjB5G31M+l1GxERERERERHR\noK+LOmcCXwOelPREKfs2cD1wr6SLgN8AXwaQdCLVqVZHArslzQUm2F4l6X6qDZN3AY9Trb7Zg+1t\nkuYDj5Wieba3le9XA3dLugV4FbigMV7SaKpTu9YDa8op3bfZXtjFs+6lrN45Ehgu6Txgiu11bepf\nWp7jDuBB4AvARqpVSRd0ekZJC4E7yiRU0zFulbfEP+HqZDGArwM/AEYAPysfBpu3w8+kl21ERERE\nRETEfrJ7/+/GEfuJenkUWMT+svO1TfnFjoiIIRkx8qxedyEiIj7Cdr27Wb3uwx/Kp0/8bP6u2kf/\n+Move/L7MKjTuCIiIiIiIiIi4sCWyZ6IiIiIiIiIiININxs0j5G0UtI6SWslXVHKj5W0XNKG8v8x\npfwUSY9IekfSVQ25vllyPCVpsaRDW7Q5p+TdIGlOrXy4pAWSnpW0XtLMJrGHSVpa7q+VdH2TOjMl\nWVK/pKm107zelPRM+b5I0nHl2d+UdFtDjodrdZ+Q9C+atHN67f4/Svqz2r1zS/xGSde0GIePS/pR\nqbNK0tjavW+V8mckTW0RP67EbSx5hg81b6v+9rKNiIiIiIiIiNhbNyt7dgFX2p5AdVz5ZZImANcA\nK2yPB1aUa4BtwOXAjfUkkkaV8n7bpwLDgFmNjUk6FrgOOAM4HbhuYCKJauPlrbZPBiYAP2/R5xtt\nnwKcBpwpaVot/xHAFcAqANvLBk7zotpY+ivlejbwNvAXwFV7tVAZqPvHtpsdPf9Ued4/Bs4F/kpS\nn6RhwPeAaeU5zi9j2ugiYLvtTwI3AzeUZ5hANXafKnm/X3I2ugG4ucRvL/kGnbdDf3vZRkRERERE\nREQ06DjZ8/+zd/dBX1b3ve/fn3iLwUd8aH0ATqEnZDhokkqocrSZyRGLmr0FO2RbnSTgU92emFFS\n04lJT3EfyJnoHsd4HNtYNnYXPNkYnzLejmkJMSTdbZRA0IggCRQTFVFAjA+1UZDP+eNat178/D3d\nN+IPzefF/Ob+Xeta3+9a67r5516zrrVsb7a9qnx/GXgcGAlMBxaWaguBc0qdLbZXADuapOsDhkvq\nAw4EnmlS5wxgqe3ttl8AllJNCgBcBHy9tLPL9rYm/X3V9rLy/XWq079G1arMo5o8+E0XY/832//c\nTd0W8a/a3lkuPwhvbmV+ErDB9sbSx9upnmej+jO+C5giSaX8dtuv2X6C6mSrk+qBpd5pJQ5qv6Mh\n5G3a332gjYiIiIiIiIhoMKg9e8qrOCdSrYo52vbmcutZ4Oh2sbY3Ua32eRLYDLxo+3tNqo4Enqpd\nPw2MlDSiXM+TtErSnZLatllizqZaeYSkicBo2/e3ixuE/15e0fqrMimBpGmS5tb6cLKkNcBq4LIy\n+dN0jKX+XEnTSvmb9Urci8CR7eJrjgR+XZtsqtcZbN5W5b1uIyIiIiIiIvYS598e/+uVrid7JB0M\n3A3Mtv1S/Z6r89vbjqK8ijUdGAscBxwk6bOD6Gsf1QqdH9ueCDxIw6tiDe31AYuBm2xvlPQB4Abg\nqkG02c5nbH8E+ET5fA7Adr/tOQOVbC+3fTzwh8BX1GKfolr9Obb736E+/laRdKmklZJWLli0uNfd\niYiIiIiIiOiJriZ7JO1PNdHzLdv3lOLnJB1b7h8LNNuzpu504AnbW23vAO4BTikrXwY2MZ4GbAJG\n1+JGlbLngVdLHMCdwMSy38tA/Nxa3Hxgve0by/UhwAnADyX9kmr/oX5Jk7p5Bo3KSqWBV9v+Bw2v\nUTWp/zjwSulDqzE2erNembw6jOo5dBP/PDCixDXWGWzedr+TXraxG9vzbU+yPemSmec3qxIRERER\nERHxvtfNaVwCbgUet31D7VY/MHBS1izg3g6pngQmqzotS8CUknN5bZPjfmAJMFXS4WU10FRgSVk9\ndB/wyZJvCrDW9hu1+Dmlz1+jmlyYPdC47RdtH2V7jO0xwEPANNsrOz2DJs+kT9JR5fv+wH+k2oy5\nsd7YgUkKSb8HjAd+CawAxpX7w6g2LG62mqf+jD8N/KA8h37gvHLi1VhgHPCTemCpt6zEwe6/o8Hm\nbdrffaCNiIiIiIiIiGjQ17kKp1K9orRa0iOl7KvAtcAdki4GfgWcCyDpGKpTrQ4FdkmaDUywvVzS\nXVQbJu8EHqZafbMb29slzaP64x9gru3t5fuXgdsk3QhsBS5sjJc0iurUrnXAqrKVzs22F3Qx1rcp\nq4AOBYZJOodq8ulXwJIy0bMf8H3gv5X606hO4JoD/BFwtaQdwC7g8wObSkv6AtXE1n7A39leU8rn\nAivLxNetZbwbqE45O688ozWS7gDWUj3Ly22/UeK/C1xi+5nyvG4vk18Pl3wMMW/T/va4jYiIiIiI\niIhooGrhRMT7y45tG/MfOyIihmT4cZ/odRciIuI9bOfrm9TrPrxTPnrM/56/q/bQo88+2JP/D92s\n7ImIiIiIiIiI3zK7sjjkPWtQR69HRERERERERMS+rZsNmkdLWiZpraQ1kq4s5UdIWippffl5eCkf\nL+lBSa9J+lJDri+WHI9JWtzqGHJJs0re9ZJm1cqHSZov6ReS1kma0ST2QEn3l/trJF3bpM4MSZY0\nSdIZtdO8XpH08/J9kaQjy9hfkXRzLf6QWswjkraVfYSajeUrkjaUvGfUys8sZRskXd0i9gBJ3y51\nlksa0ylvQ/zYEreh5Bk21Lyt+tvLNiIiIiIiIiLi7bpZ2bMTuMr2BKrjyi+XNAG4GnjA9jjggXIN\n1Wa8VwDX15NIGlnKJ9k+gWoT3vMaG5N0BHANcDLVcebXDEwkUW28vMX2h4EJwI9a9Pl62+OBE4FT\nJZ1Vy38IcCWwHMD2koHTvKg2lv5MuZ4J/Ab4K2C3SSvbL9dOAPsDqg2b76FBeU7nAccDZwJ/o+qo\n+P2AvwbOKuM4v9RtdDHwgu0PAd8ArmuXt0n8dcA3SvwLJd+g83boby/biIiIiIiIiIgGHSd7bG+2\nvap8fxl4HBgJTAcWlmoLgXNKnS22VwA7mqTrA4arOo78QOCZJnXOAJba3m77BWAp1aQAwEXA10s7\nuwZOtmro76u2l5Xvr1Od/jWqVmUe1eTBb7oY+7/Z/ud2dSV9GPhd4H82uT0duN32a7afADZQTWCd\nBGywvbH08fZSt1n8wDO+C5giSW3y1vsl4LQSB7Xf0RDyNu3vPtBGRERERERERDQY1J495VWcE6lW\nxRxte3O59SxwdLtY25uoVvs8CWwGXrT9vSZVRwJP1a6fBkZKGlGu50laJelOSW3bLDFnU608QtJE\nYLTt+9vFDdJ5wLddjjWTNE3V8ektx9KmHElzVR3fvlu87Z3Ai8CR7eJrjgR+XeIa6ww2b6vyXrcR\nEREREREREQ26nuyRdDBwNzDb9kv1e2Wio+023eVVrOnAWOA44CBJnx1EX/uoVuj82PZE4EEaXhVr\naK8PWAzcZHujpA8ANwBXDaLNbpxX2gHAdr/tOUNNZnuO7f53pGe/ZSRdKmmlpJULFi3uHBARERER\nERHxPtTV0euS9qea6PmW7YG9aZ6TdKztzZKOBbZ0SHM68ITtrSXnPcApktYDf1vqzAE2AZ+sxY0C\nfgg8D7zKW3vj3AlcXPZ6+Wkpq0+0zAfW2x7YOPkQ4ATgh9WbQRwD9EuaZntlN8+hkaSPAX22f9qi\nyiZgdMNYNpXvrcqbxT9dJq8Oo3oO7fIOeB4YIamvrIqp1xlK3mblvW5jN7bnU/3e2bFtY84IjIiI\niIiI2ANuv6Yj9mHdnMYl4Fbgcds31G71AwMnZc0C7u2Q6klgsqrTsgRMKTmX1zY77geWAFMlHV5W\nA00FlpTVQ/fx1kTQFGCt7Tdq8XNKn79GNbkwe6Bx2y/aPsr2GNtjgIeAIU/0FOdTW9XTRD9wXjmZ\naiwwDvgJsAIYV06ZGka1OqjZap76M/408IPyHFrlfVOpt6zEwe6/o8HmbdrffaCNiIiIiIiIiGjQ\nzcqeU4HPAaslPVLKvgpcC9wh6WKq06jOBZB0DNWpVocCuyTNBibYXi7pLqoNk3cCD1NWYdTZ3i5p\nHtUf/wBzbW8v378M3KbqmPOtwIWN8ZJGUZ3atQ5YVVbx3Gx7QRdjfRtJvyxjGSbpHGCq7bXl9rnA\npxrqT6M6cWyO7TWS7gDWljFfbvuNUu8LVBNb+wF/Z3tNKZ8LrCwTX7eW8W6gOuXsvPKM2uX9LnCJ\n7WfK87q9TH49XPIxxLxN+9vjNiIiIiIiIiKigcq+whHvK3mNKyIihmr4cZ/odRciIuI9bOfrm9Tr\nPrxTjj/65PxdtYfWPLe8J/8fBnUaV0RERERERERE7Nsy2RMRERERERER8T7SzQbNoyUtk7RW0hpJ\nV5byIyQtlbS+/Dy8lI+X9KCk1yR9qSHXF0uOxyQtlvTBFm3OKnnXS5pVKx8mab6kX0haJ2lGk9gD\nJd1f7q+RdG2TOjMkWdIkSWdIeqR8XpH08/J9kaQjy9hfkXRzQ47zJa2W9Kikf5R0VJN2ppf7j5Qj\nwf+o0xgb4ls9Y0m6SdKGkn9ii/iPlz5uKPU11Lxtfic9ayMiIiIiIiL2nl12Pnv46ZVuVvbsBK6y\nPQGYDFwuaQJwNfCA7XHAA+Uaqs14rwCuryeRNLKUT7J9AtUmvOc1NibpCOAa4GTgJOCagYkCqo2X\nt9j+MDAB+FGLPl9vezxwInCqpLNq+Q8BrgSWA9heMnCaF9XG0p8p1zOB3wB/BTROWvUB/y/wf9j+\nKPAo8IUm/XgA+FjJfRGwoIsx1rV6xmdRnWI1DrgU+GaL5/BN4M9qdc8cSt4O/e1lGxERERERERHR\noONkj+3NtleV7y8DjwMjgenAwlJtIXBOqbPF9gpgR5N0fcDwMllyIPBMkzpnAEttb7f9ArCUt/64\nvwj4emlnl+1tTfr7qu1l5fvrVKd/japVmQdcRzWR02ns/2b7n5vUVfkcVFaZHNpsLLZf8Vs7YB8E\nDHxvN8a6ps+4lC9y5SFghKRjd+tgdX2o7YdKHxY1xA8mb9P+7gNtRERERERERESDQe3ZI2kM1WqZ\n5cDRtjeXW88CR7eLtb2JarXPk8Bm4EXb32tSdSTwVO36aWCkpBHlep6kVZLulNS2zRJzNtXKEsor\nQ6Nt398urhPbO4D/E1hNNckzgXIcuKTLJF1W68OfSFoH3E81WdVyjKX+AkmTSnmrZ9wyvmZkKW9W\nZ7B525X3so2IiIiIiIiIaND1ZI+kg4G7gdm2X6rfKysu2r6MVl7JmQ6MBY6jWhXz2UH0tY9qhc6P\nbU8EHqThVbGG9vqAxcBNtjdK+gBwA3DVINpslXt/qsmeE6nG8ijwFQDbt9i+ZaCu7e+UV8rOoVpV\n1JbtS2yvbFLe8RkPxd7K+263ASDp0rI30soFixbv7eYiIiIiIiIi9kldTfaUyY27gW/ZvqcUPzfw\n6lD5uaVDmtOBJ2xvLStj7gFOkXSy3togeRqwCRhdixtVyp4HXi1xAHcCEyXtV4ufW4ubD6y3fWO5\nPgQ4AfihpF9S7T/UX1tFMxh/AGD7X8tExh3AKe0CbP8T8PuqNnJuNcZGrZ5xN/Gb2P31tXqdweZt\nV97LNnZje77tSbYnXTLz/GZVIiIiIiIiIt73ujmNS1SvKD1u+4barX5g4MSkWcC9HVI9CUxWdVqW\ngCkl5/KBDZJt9wNLgKmSDi+rgaYCS8qkyn3AJ0u+KcBa22/U4ueUPn8NOAyYPdC47RdtH2V7jO0x\nwEPAtGaraLqwCZgg6XfK9R9T7WW0G0kfqp1ONRE4gGrSqukYm7TT6hn3AzPLyVaTqV6J21wPLNcv\nSZpc+jCzIX4weVv9TnrdRkREREREROwlzr89/tcrfV3UORX4HLBa0iOl7KvAtcAdki4GfgWcCyDp\nGKpTrQ4FdkmaDUywvVzSXVQbJu8EHqZafbMb29slzQNWlKK5treX718GbpN0I7AVuLAxXtIoqlO7\n1gGrylzLzbYXdDHWtymrgA4Fhkk6B5hqe62k/xv4J0k7yvgvKPUvK+O4BZhBNbGxA/h34E/LpFXL\nMUpaANxSJqGaPmPgu8CngA1Uq53efA6SHimnfwF8Hvh7YDjwD+XDYPN2+J30so2IiIiIiIiIaCD3\n8Nz3iL1lx7aN+Y8dERFDMvy4T/S6CxER8R628/VN6nUf3injf/cP83fVHlq3ZUVP/j8M6jSuiIiI\niIiIiIjYt2WyJyIiIiIiIiLifSSTPRERERERERER7yPdnMY1WtIySWslrZF0ZSk/QtJSSevLz8NL\n+XhJD0p6TdKXGnJ9seR4TNJiSR9s0easkne9pFm18mGS5kv6haR1kmY0iT1Q0v3l/hpJ1zapM0OS\nJU2SdEbt6PZXJP28fF8k6Y8l/VTS6vLztFqOj5fyDZJuGjh1q6EdlXsbJD1aTuRqO8aG+FbPuGXe\nhvimfRxK3ja/k561ERERERERERFv183Knp3AVbYnAJOByyVNAK4GHrA9DnigXANsB64Arq8nkTSy\nlE+yfQKwH3BeY2OSjgCuAU4GTgKuGZgooDpla4vtDwMTgB+16PP1tscDJwKnSjqrlv8Q4EpgOYDt\nJQNHt1OdIvaZcj0T2AacbfsjVMeH31Zr45vAnwHjyufMJv04q3b/0hLTaYx1rZ5x07xNtOrjoPJ2\n6G8v24iIiIiIiIi9ZJedzx5+eqXjZI/tzbZXle8vA48DI4HpwMJSbSFwTqmzxfYKYEeTdH3AcEl9\nwIHAM03qnAEstb3d9gvAUt764/4i4OulnV22tzXp76u2l5Xvr1Md9T6qVmUecB3wmy7G/rDtgT6u\nKX0/QNKxwKG2HypHqS8aGH+D6cAiVx4CRpTYdmNsjH/bM26T900d+jjYvE37uw+0EREREREREREN\nBrVnj6QxVKtllgNH295cbj0LHN0u1vYmqtU+TwKbgRdtf69J1ZHAU7Xrp4GRkkaU63mSVkm6U1Lb\nNkvM2VQrSyivDI22fX+7uBZmAKtsv1b6+HRjH0sbl0m6rN1Y2pQjaYGkSaW81TNuGV/Tso9DyNuu\nvJdt7EbSpZJWSlq5YNHiZlUiIiIiIiIi3vf6uq0o6WDgbmDv9riwAAAgAElEQVS27Zfq26bYtqS2\n65PKKznTgbHAr4E7JX3W9v83iL6OAn5s+88l/TnV5NHnWrTXBywGbrK9UdIHgBuAC7psr57reKrV\nQFM71bV9y2DzN8Rf0qK84zMeYnt7Je+73UZpZz4wH2DHto29Wy8XERERERER0UNdreyRtD/VRM+3\nbN9Tip8beHWo/NzSIc3pwBO2t9reAdwDnCLpZL21QfI0YBMwuhY3qpQ9D7xa4gDuBCZK2q8WP7cW\nNx9Yb/vGcn0IcALwQ0m/pNp/qL+2iqbV2EcB3wFm2v7XUryJ3V8NG+hjo1ZjaVXeqNUz7ia+XR8H\nm7ddeS/biIiIiIiIiIgG3ZzGJeBW4HHbN9Ru9VNtWkz5eW+HVE8Ck1WdliVgSsm5fGCDZNv9wBJg\nqqTDy2qgqcCSsl/LfcAnS74pwFrbb9Ti55Q+fw04DJg90LjtF20fZXuM7THAQ8A02yvbjH0EcD9w\nte1/qeXaDLwkaXIZy8wW4+8HZpYTqCZTvbq2udUYW8Q3e8at8r6pQx8Hm7fV76TXbURERERERERE\ng25e4zqV6lWp1ZIeKWVfBa4F7pB0MfAr4FwAScdQnWp1KLBL0mxggu3lku6i2jB5J/Aw5ZWbOtvb\nJc0DVpSiuba3l+9fBm6TdCOwFbiwMb6sxPlLYB2wqrxudrPtBV2MtdEXgA8BcyTNKWVTbW8BPg/8\nPTAc+IfyYWC/nvI613eBTwEbqFYlXdhpjJIWALeUSaimz7hV3hL/SDlZjFZ9HGzeDr+TXrYRERER\nERERe4nJ7hjvVXIPjwKL2FuyZ09ERAzV8OM+0esuRETEe9jO1zepc633hnG/8/H8XbWH1m/9aU/+\nPwzqNK6IiIiIiIiIiNi3ZbInIiIiIiIiIuJ9pJsNmkdLWiZpraQ1kq4s5UdIWippffl5eCkfL+lB\nSa9J+lJDri+WHI9JWizpgy3anFXyrpc0q1Y+TNJ8Sb+QtE7SjCaxB0q6v9xfI+naJnVmSLKkSZLO\nqJ3m9Yqkn5fviyT9saSfSlpdfp5Wy/H/SHpK0ittnt1Jtdw/k/QntXtnlrY2SLq6RfwBkr5d6iyX\nNKZ27yul/OeSzmgRP7bEbSh5hg01b6v+9rKNiIiIiIiIiHi7blb27ASusj2B6rjyyyVNAK4GHrA9\nDnigXANsB64Arq8nkTSylE+yfQKwH3BeY2OSjgCuAU4GTgKuGZhIotp4eYvtDwMTgB+16PP1tscD\nJwKnSjqrlv8Q4EpgOYDtJQOneVFtLP2Zcj0T2AacbfsjVCdK3VZr477Sv3YeK+P9A+BM4G8l9Una\nD/hr4KwyjvPLM210MfCC7Q8B3wCuK2OYQPXsji95/6bkbHQd8I0S/0LJN+i8HfrbyzYiIiIiIiIi\nokHHyR7bm22vKt9fBh4HRgLTgYWl2kLgnFJni+0VwI4m6fqA4ZL6gAOBZ5rUOQNYanu77ReApVST\nAgAXAV8v7eyyva1Jf1+1vax8f53q9K9RtSrzqCYPftPF2B+2PdDHNaXvB5R7DzUed96iLzvL5Qfh\nza3MTwI22N5Y+ng71fNsVH/GdwFTJKmU3277NdtPUJ1stdvEU6l3WomD2u9oCHmb9ncfaCMiIiIi\nIiL2kl12Pnv46ZVB7dlTXsU5kWpVzNG1yY5ngaPbxdreRLXa50lgM/Ci7e81qToSeKp2/TQwUtKI\ncj1P0ipJd0pq22aJOZtq5RGSJgKjbd/fLq6FGcAq2691aHOapLm165MlrQFWA5eVyZ+mYyz150qa\nVsrfrFfiXgSObBdfcyTw69pkU73OYPO2Ku91GxERERERERHRoOvJHkkHA3cDs22/VL/n6vz2tlNW\n5VWs6cBY4DjgIEmfHURf+6hW6PzY9kTgQRpeFWtorw9YDNxke6OkDwA3AFcNos2BXMdTrQb6z53q\n2u63Pad2vdz28cAfAl9Ri32KavXn2O4fbB8DJF0qaaWklQsWLe51dyIiIiIiIiJ6oqvJHkn7U030\nfMv2PaX4OUnHlvvHAls6pDkdeML2Vts7gHuAU8rKl4FNjKcBm4DRtbhRpex54NUSB3AnMLHs9zIQ\nP7cWNx9Yb/vGcn0IcALwQ0m/pNp/qF/SpA5jHwV8B5hp+187jLEl248Dr5Q+tBpjozfrlcmrw6ie\nQzfxzwMjSlxjncHmbfc76WUbu7E93/Yk25MumXl+syoRERERERER73vdnMYl4Fbgcds31G71U21a\nTPl5b4dUTwKTVZ2WJWBKybl8YIPksqJlCTBV0uFlNdBUYElZPXQf8MmSbwqw1vYbtfg5pc9fo5pc\nmD3QuO0XbR9le4ztMcBDwDTbK9uMfQRwP3C17X/pML5m8WMHJikk/R4wHvglsAIYV+4Po9qwuNlq\nnvoz/jTwg/Ic+oHzyolXY4FxwE/qgaXeshIHu/+OBpu3aX/3gTYiIiIiIiIiokE3K3tOBT4HnFZb\nQfMp4FrgjyWtp1q1cy2ApGMkPQ38OfB/SXpa0qG2l1NtsruKav+aD1CtvtmN7e1UmyivKJ+5pQzg\ny8B/kfRo6dPbXskqK3H+kupEp1Wlv5d0+TwafQH4EDCnNvbfLe381zLOA8sY/0spr+/Z80fAzyQ9\nQrU66PO2t5X9Z75ANbH1OHCH7TUlvr5nz63AkZI2UD3Pq8szWgPcAawF/hG43PYbJf67ko6rPa8/\nL/FHlnyDztuuvz1uIyIiIiIiIiIayD3cHTpib9mxbWP+Y0dExJAMP+4Tve5CRES8h+18fZN63Yd3\nyv961MT8XbWH/nXbqp78f+jrXCUiIiIiIiIiftu4/TlMsQ8b1NHrERERERERERGxb+tmg+bRkpZJ\nWitpjaQrS/kRkpZKWl9+Hl7Kx0t6UNJrkr7UkOuLJcdjkha3OoZc0qySd72kWbXyYZLmS/qFpHWS\nZjSJPVDS/eX+GknXNqkzQ5IlTZJ0Rm0/nlck/bx8XyTpjyX9VNLq8vO0Wo5/lPSz0sYtkvZr0o4k\n3SRpg6RHJU3sNMaG+FbPuGXehviPl75vKPU11Lxtfic9ayMiIiIiIiIi3q6blT07gatsT6A6rvxy\nSROoNtx9wPY44IFyDbAduAK4vp5E0shSPsn2CcB+VCcu0VDvCOAa4GTgJOCagYkCqo2Xt9j+MNUG\nzD9q0efrbY8HTgROlXRWLf8hwJXAcgDbSwZO8wJWAp8p1zOBbcDZtj9CdQrUbbU2zrX9Maqj1H8H\n+E9N+nEW1WlT44BLgW92Mca6Vs+4ad4mvgn8Wa3umUPJ26G/vWwjIiLiHffvz/zPXnchIiIiYo90\nnOyxvdn2qvL9ZaqTkkYC04GFpdpC4JxSZ4vtFcCOJun6gOGqjiM/EHimSZ0zgKW2t9t+AVjKW3/c\nXwR8vbSzy/a2Jv191fay8v11qtO/RtWqzAOuA37Txdgftj3QxzWl7weUey/VxjQMmr7MOB1Y5MpD\nwAhJx3YYY2P8255xm7xvKteH2n6oHF++qCF+MHmb9ncfaCMiIuIdlw2aIyIi4r1uUHv2SBpDtVpm\nOXC07c3l1rPA0e1ibW+iWu3zJLAZeNH295pUHQk8Vbt+GhgpaUS5nidplaQ7JbVts8ScTbWyhPLK\n0Gjb97eLa2EGsMr2a7X8S4AtwMtUx8oj6TJJl7UbS5tyJC2QNKmUt3rGLeNrRpbyZnUGm7ddeS/b\niIiIiIiIiIgGXU/2SDoYuBuYXVvVAkBZcdF2m+7ySs50YCxwHHCQpM8Ooq99VCt0fmx7IvAgDa+K\nNbTXBywGbrK9UdIHgBuAqwbR5kCu46lWA/3nerntM4BjgQOA00rZLbZvGWwbtZyX2F7ZpLzjMx5i\ne3sl77vdBoCkSyWtlLRywaLFe7u5iIiIiIiI9zV7Vz57+OmVriZ7JO1PNdHzLdv3lOLnBl4dKj+3\ndEhzOvCE7a22dwD3AKdIOllvbZA8DdgEjK7FjSplzwOvljiAO4GJkvarxc+txc0H1tu+sVwfQrW/\nzg8l/ZJq/6H+2iqaVmMfBXwHmGn7Xxvv2/4NcC/VRFajVmNpVd6o1TPuJn4Tu7++Vq8z2LztynvZ\nxm5sz7c9yfakS2ae36xKRERERERExPteN6dxCbgVeNz2DbVb/VSbFlN+3tsh1ZPAZFWnZQmYUnIu\nH9gg2XY/sASYKunwshpoKrCkrA65D/hkyTcFWGv7jVr8nNLnrwGHAbMHGrf9ou2jbI+xPQZ4CJjW\nbBVNbewjgPuBq23/S6384NpERh/wH4B1TVL0AzPLCVSTqV5d29xqjC3imz3jVnnfVK5fkjS5PO+Z\nDfGDydvqd9LrNiIiIiIiIiKiQV8XdU4FPgeslvRIKfsqcC1wh6SLgV8B5wJIOobqVKtDgV2SZgMT\nbC+XdBfVhsk7gYepVt/sxvZ2SfOAFaVoru3t5fuXgdsk3QhsBS5sjC8rcf6SavJlVTml+2bbC7oY\na6MvAB8C5kiaU8qmAqJaFXQA1YTZMuCW0v5lZRy3AN8FPgVsoFqVdGGnMUpaANxSJqGaPuNWeUv8\nI+VkMYDPA38PDAf+oXwYbN4Ov5NethERERERERERDVQtmIl4f9mxbWP+Y0dExJDkNK6IiNgTO1/f\npF734Z0y9siP5e+qPfTE8z/ryf+HQZ3GFRERERERERER+7ZM9kREREREREREvI90s0HzaEnLJK2V\ntEbSlaX8CElLJa0vPw8v5eMlPSjpNUlfasj1xZLjMUmLJX2wRZuzSt71kmbVyodJmi/pF5LWSZrR\nJPZASfeX+2skXVu7d4GkrbXTuy6R9JHa9XZJT5Tv3+/Ql49LWi1pg6SbyubBjX2ZLunRkm+lpD/q\nNMaG+FbPWKXNDSX/xBbxTfs4lLyDfQ7vRhsRERERERGx9+zC+ezhp1e6WdmzE7jK9gSq48ovlzQB\nuBp4wPY44IFyDbAduAK4vp5E0shSPsn2CcB+wHmNjUk6ArgGOBk4CbhmYKKAauPlLbY/DEwAftSi\nz9fbHg+cCJwq6azavW/XTu9aYHv1wDXVSVF/Ua5P79CXbwJ/BowrnzOb9OMB4GMl90XAgi7GWNfq\nGZ9Va/fS0pdmWvVxUHmH+BzejTYiIiIiIiIiokHHyR7bm22vKt9fBh4HRgLTgYWl2kLgnFJni+0V\nwI4m6fqA4aqOKz8QeKZJnTOApba3234BWMpbf9xfBHy9tLPL9rYm/X3V9rLy/XWq079GdRpnC037\nourY9UNtP1SOhF80MP6Gvrzit3bAPgjenNZrN8a6ps+4lC9y5SFgROnTmzr0cbB5h/Ic3o02IiIi\nIiIiIqLBoPbskTSGarXMcuBo25vLrWeBo9vF2t5EtdrnSWAz8KLt7zWpOhJ4qnb9NDBS0ohyPU/S\nKkl3SmrbZok5m2plyYAZ5fWhuySNbhffqi/l83STciRdpnL8ern+E0nrgPupJqva5UXSAkmTSnmr\nZ9wyvqHvTfs4hLyDfg7vUhsRERERERER0aDryR5JBwN3A7Ntv1S/V1ZctH0ZrbySMx0YCxwHHCTp\ns4Poax/VCp0f254IPEjDq2IN7fUBi4GbbG8sxfcBY2x/lGrlyMJW8UNl+xbbt9Suv1NeKTsHmNdF\n/CW2VzYp7/iMh2Jv5X232wCQdGnZG2nlgkWL93ZzEREREREREfukriZ7JO1PNdHzLdv3lOLnBl4d\nKj+3dEhzOvCE7a22dwD3AKdIOllvbZA8DdgE1FfcjCplzwOvljiAO4GJkvarxc+txc0H1tu+caDA\n9vO2XyuXC4CPd+hzq75sYvdXwwbKW7L9T8DvSzqqTd5GrZ5xN/Ht+jjYvEN5Du9GG7uxPd/2JNuT\nLpl5frMqEREREREREe973ZzGJeBW4HHbN9Ru9QMDJybNAu7tkOpJYLKq07IETCk5l9c2TO4HlgBT\nJR1eVgNNBZaU1SH3AZ8s+aYAa22/UYufU/r8NeAwYHbDWOr72kyj2n+onVZ92Qy8JGlyGcvMZuOX\n9KHa6VQTgQOoJq2a5m3Sfqtn3A/MLCdbTaZ6JW5zPbBDHwebdyjP4d1oIyIiIiIiIvYS2/ns4adX\n+rqocyrwOWC1pEdK2VeBa4E7JF0M/Ao4F0DSMcBK4FBgl6TZwATbyyXdRbVh8k7gYarVN7uxvV3S\nPGBFKZpre3v5/mXgNkk3AluBCxvjJY2iOrVrHbCqzLXcbHsBcEVZPbST6tSwC9oNvENfPg/8PTAc\n+IfyYWC/nvIq1wyqiY0dwL8Df1omrVrmlbQAuKW8ytX0GQPfBT4FbKBa7fTmc5D0iKvTv1r2cbB5\nh/Ic3qU2IiIiIiIiIqKBejnTFLG37Ni2Mf+xIyJiSIYf94ledyEiIt7Ddr6+Sb3uwzvlfzniI/m7\nag89uX11T/4/DOo0roiIiIiIiIiI2LdlsiciIiIiIiIi4n2kmw2aR0taJmmtpDWSrizlR0haKml9\n+Xl4KR8v6UFJr0n6UkOuL5Ycj0laLOmDLdqcVfKulzSrVj5M0nxJv5C0TtKMJrEHSrq/3F8j6dra\nvQskba2d3nWJpI/UrrdLeqJ8/36rvrRro0l/viJpg6SfSzqjVn5mKdsg6eoWsQdI+naps1zSmE55\nG+LHlrgNJc+woeZt1d9ethERERERERERb9fNyp6dwFW2JwCTgcslTQCuBh6wPQ54oFxDtfHxFcD1\n9SSSRpbySbZPAPYDzmtsTNIRwDXAycBJwDUDE0lUGy9vsf1hYALwoxZ9vt72eOBE4FRJZ9Xufbt2\netcC26sHrqlOivqLcn16h760a2NgLBPKGI8HzgT+RtVR8fsBfw2cVcZxfqnb6GLgBdsfAr4BXNcu\nb5P464BvlPgXSr5B5+3Q3162EREREREREXvJLpzPHn56peNkj+3NtleV7y9THVc+EpgOLCzVFgLn\nlDpbbK8AdjRJ1wcMl9QHHAg806TOGcBS29ttvwAspZoUALgI+HppZ5ftbU36+6rtZeX761Snf43q\nNM4WmvZlEG1MB263/ZrtJ6hOoDqpfDbY3ljiby91m8UPPOO7gCmS1Cbvm0q900oc1H5HQ8jbtL/7\nQBsRERERERER0WBQe/aUV3FOBJYDR9veXG49CxzdLtb2JqrVPk8Cm4EXbX+vSdWRwFO166eBkZJG\nlOt5klZJulNS2zZLzNlUK48GzJD0qKS7JI1uF9+qL+3akDRN0twO8S3zSpqr6nj43eJt7wReBI7s\npl+l3q9LXGOdweZtVd7rNiIiIiIiIiKiQdeTPZIOBu4GZtt+qX7P1fntbdcnldefpgNjgeOAgyR9\ndhB97aNaPfNj2xOBB2l4VayhvT5gMXCT7Y2l+D5gjO2PUq3SWdgqvhvN2rDdb3vOUHPanmO7f0/6\n9dtK0qWSVkpauWDR4l53JyIiIiIiIqInuprskbQ/1UTPt2zfU4qfk3RsuX8ssKVDmtOBJ2xvtb0D\nuAc4RdLJemuD5GnAJqC+4mZUKXseeLXEAdwJTCz7vQzEz63FzQfW275xoMD287ZfK5cLgI936HOr\nvrRso8v4TnnfFl8mlg6jeg7dxD8PjChxjXUGm7fd76SXbezG9nzbk2xPumTm+c2qRERERERERLzv\ndXMal4Bbgcdt31C71Q8MnJQ1C7i3Q6ongcmqTrISMKXkXF7bMLkfWAJMlXR4WQ00FVhSVg/dB3yy\n5JsCrLX9Ri1+Tunz16gmF2Y3jOXY2uU0qv2H2mnal3ZtNOgHzisnU40FxgE/AVYA48opU8OoNixu\ntpqn/ow/DfygPIdWed9U6i0rcbD772iweZv2dx9oIyIiIiIiIiIa9HWuwqnA54DVkh4pZV8FrgXu\nkHQx8CvgXABJxwArgUOBXZJmAxNsL5d0F9VmxjuBh6lWxuzG9nZJ86j++AeYa3t7+f5l4DZJNwJb\ngQsb4yWNojq1ax2wqppX4mbbC4AryuqhnVSnhl3QbuCt+tKujZJ/Unkda42kO4C1pc3Lbb9R+vkF\nqomj/YC/s72mlM8FVpaJr1vLeDeU/p5X+tUu73eBS2w/U57X7WVi6uGSjyHmbdrfHrcRERERERER\nEQ1ULZyIeH/ZsW1j/mNHRMSQDD/uE73uQkREvIftfH2Tet2Hd8rIw4/P31V7aNMLa3ry/2FQp3FF\nRERERERERMS+LZM9ERERERERERHvI5nsiYiIiIiIiIh4H+nmNK7RkpZJWitpjaQrS/kRkpZKWl9+\nHl7Kx0t6UNJrkr7UkOuLJcdjkhZL+mCLNmeVvOslzaqVD5M0X9IvJK2TNKNJ7IGS7i/310i6tnbv\nAklba0e1XyLpI7Xr7ZKeKN+/36Ev/yjpZ6WNWyTt16Qv0yU9WvKtlPRHncbYEN/qGUvSTZI2lPwT\nW8R/XNLqUu8mlZ2kh5K3zXPoWRsRERERERER8XbdrOzZCVxlewIwGbhc0gTgauAB2+OAB8o1VCcv\nXQFcX08iaWQpn2T7BKoTl85rbEzSEcA1wMnAScA1AxMFVCdgbbH9YWAC8KMWfb7e9njgROBUSWfV\n7n27dlT7AturB66pjgX/i3J9eoe+nGv7Y8AJwO8A/6lJPx4APlZyXwQs6GKMda2e8VlUR5aPAy4F\nvtniOXwT+LNa3TOHkrdDf3vZRkREREREREQ06DjZY3uz7VXl+8vA48BIYDqwsFRbCJxT6myxvQLY\n0SRdHzBcUh9wIPBMkzpnAEttb7f9ArCUt/64vwj4emlnl+1tTfr7qu1l5fvrVEe9j+o0zhZa9sX2\nS7UxDQPetku57Vf81nFnB9XqtBtjXdNnXMoXufIQMELSsfXAcn2o7YdKHxY1xA8mb9P+7gNtRERE\nRERExF6yy85nDz+9Mqg9eySNoVotsxw42vbmcutZ4Oh2sbY3Ua32eRLYDLxo+3tNqo4EnqpdPw2M\nlDSiXM+TtErSnZLatllizqZaWTJgRnl96C5Jo9vFt+pLLf8SYAvwMnBXKbtM0mW1On8iaR1wP9Vk\nVdu8khZImlTKWz3jtv2q1Xm6RZ3B5m1X3ss2diPp0vK63MoFixY3qxIRERERERHxvtf1ZI+kg4G7\ngdm1VS0AlBUXbaesyis504GxwHHAQZI+O4i+9lGt0Pmx7YnAgzS8KtbQXh+wGLjJ9sZSfB8wxvZH\nqVaOLGwV3w3bZwDHAgcAp5WyW2zfUqvznfJK2TnAvC5yXmJ7ZZPyjs94KPZW3ne7jdLOfNuTbE+6\nZOb5e7u5iIiIiIiIiH1SV5M9kvanmuj5lu17SvFzA68OlZ9bOqQ5HXjC9lbbO4B7gFMknay3Nkie\nBmwC6ituRpWy54FXSxzAncBESfvV4ufW4uYD623fOFBg+3nbr5XLBcDHO/S5VV/eZPs3wL1UE1kt\n2f4n4PclHdVN3qLVM+4mfhO7v75WrzPYvO3Ke9lGRERERERERDTo5jQuAbcCj9u+oXarHxg4MWkW\n1YRHO08Ck1WdliVgSsm5vLZhcj+wBJgq6fCyGmgqsKSsDrkP+GTJNwVYa/uNWvyc0uevAYcBsxvG\nUt/XZhrV/kPtNO2LpINrExl9wH8A1jUGS/pQ7XSqiVQrgJ5vlbdJ+62ecT8ws5xsNZnqlbjN9cBy\n/ZKkyaUPMxviB5O31e+k121ERERERERERIO+LuqcCnwOWC3pkVL2VeBa4A5JFwO/As4FkHQMsBI4\nFNglaTYwwfZySXdRbZi8E3iYavXNbmxvlzQPWFGK5treXr5/GbhN0o3AVuDCxnhJo6hO7VoHrCpz\nLTfbXgBcUVYP7aQ6NeyCdgNv1ZeyV1C/pAOoJsyWAbeU9i8rsbcAM6gmNnYA/w78aZm0ajlGSQuA\nW8qrXE2fMfBd4FPABqrVTm8+B0mPlNO/AD4P/D0wHPiH8mGweTv8TnrZRkREREREREQ0kHu4O3TE\n3rJj28b8x46IiCEZftwnet2FiIh4D9v5+ib1ug/vlGNG/G/5u2oPPfvrx3vy/2FQp3FFRERERERE\nRMS+LZM9ERERERERERHvI91s0Dxa0jJJayWtkXRlKT9C0lJJ68vPw0v5eEkPSnpN0pcacn2x5HhM\n0mJJH2zR5qySd72kWbXyYZLmS/qFpHWSZjSJPVDS/eX+GknX1u5dIGlr7fSuSyR9pHa9XdIT5fv3\nO/Tlh5J+Xov93RZj+YqkDaXuGbXyM0vZBklXt4g9QNK3S53lksZ0ytsQP7bEbSh5hg01b6v+9rKN\niIiIiIiIiHi7blb27ASusj0BmAxcLmkCcDXwgO1xwAPlGqqNj68Arq8nkTSylE+yfQKwH3BeY2OS\njgCuAU4GTgKuGZhIotp4eYvtDwMTgB+16PP1tscDJwKnSjqrdu/btdO7FthePXBNdVLUX5Tr0zv0\nBeAztVxvO3q+PKfzgOOBM4G/UXVU/H7AXwNnlXGcX+o2uhh4wfaHgG8A17XL2yT+OuAbJf6Fkm/Q\neTv0t5dtRERERERERESDjpM9tjfbXlW+v0x1XPlIYDqwsFRbCJxT6myxvQLY0SRdHzBc1XHlBwLP\nNKlzBrDU9nbbLwBLqSYFAC4Cvl7a2WV7W5P+vmp7Wfn+OtXpX6M6jbOFdn3pxnTgdtuv2X6C6gSq\nk8png+2NpY+3l7rN4gee8V3AFElqk/dNpd5pJQ5qv6Mh5G3a332gjYiIiIiIiIhoMKg9e8qrOCcC\ny4GjbW8ut54Fjm4Xa3sT1WqfJ4HNwIu2v9ek6kjgqdr108BISSPK9TxJqyTdqeoI9Hb9HQGcTbXy\naMAMSY9KukvS6HbxrfpSu/7v5RWuvyqTEkiaJmluh/iWeSXNVXU8/G7xtncCLwJHdtEvSr1fl7jG\nOoPN26q8121ERERERERERIOuJ3skHQzcDcy2/VL9nqvz29seyVZef5oOjAWOAw6S9NlB9LWPaoXO\nj21PBB6k4VWxhvb6gMXATbY3luL7gDG2P0q1Smdhq/gufMb2R4BPlM/nAGz3254z1KS259ju34N+\n/daSdKmklZJWLli0uNfdiYiIiIiIeE+znc8efnqlq4Vs9xMAACAASURBVMkeSftTTfR8y/Y9pfg5\nSceW+8cCb9uzpsHpwBO2t9reAdwDnCLp5Nomx9OATUB9xc2oUvY88GqJA7gTmFj2exmIn1uLmw+s\nt33jQIHt522/Vi4XAB/v0OdWfRlYqTTwatv/oOE1qg7xLfO2ii+TV4dRPYdu4p8HRpS4xjqDzdvu\nd9LLNnZje77tSbYnXTLz/GZVIiIiIiIiIt73ujmNS8CtwOO2b6jd6gcGTqeaBdzbIdWTwGRVp2UJ\nmFJyLvdbmxz3A0uAqZIOL6uBpgJLyuqh+4BPlnxTgLW236jFzyl9/hrV5MLshrEcW7ucRrX/UDtN\n+yKpT9JRJef+wH8EHmsS3w+cV06mGguMA34CrADGlVOmhlFtWNxsNU/9GX8a+EF5Dq3yvqnUW1bi\nYPff0WDzNu3vPtBGRERERERERDTo61yFU6leUVot6ZFS9lXgWuAOSRcDvwLOBZB0DLASOBTYJWk2\nMMH2ckl3UW2YvBN4mGr1zW5sb5c0j+qPf4C5treX718GbpN0I7AVuLAxXtIoqlO71gGrylY6N9te\nAFxRVg/tpDo17IJ2A2/VF0kHUU367E91qtj3gf9W2p9GdeLYHNtrJN0BrC1tXm77jVLvC1STSfsB\nf2d7TSmfC6wsE1+3lvFuKP09r/SrXd7vApfYfqY8r9vL5NfDJR9DzNu0vz1uIyIiIiIiIiIaqJfv\nkEXsLTu2bcx/7IiIGJLhx32i112IiIj3sJ2vb1Kv+/BOOfqw8fm7ag899+K6nvx/GNRpXBERERER\nERERsW/r5jWuiIiIiIiIiPgts6v9oduxD+tmg+bRkpZJWitpjaQrS/kRkpZKWl9+Hl7Kx0t6UNJr\nkr7UkOuLJcdjkhZL+mCLNmeVvOslzaqVD5M0X9IvJK2TNKNJ7IGS7i/310i6tnbvAklba6d3XSLp\nI7Xr7ZKeKN+//w705aRa7p9J+pPavTMl/VzSBklXt3gOB0j6dqmzXNKY2r2vlPKfSzqjRfzYEreh\n5Bk21Lyt+tvLNiIiIiIiIiLi7bp5jWsncJXtCcBk4HJJE4CrgQdsjwMeKNdQbcZ7BXB9PYmkkaV8\nku0TqDbhPa+xMUlHANcAJ1MdZ37NwEQS1cbLW2x/GJgA/KhFn6+3PR44EThV0lm1e9+und61wPbq\ngWuqk6L+olyf/g705bEy3j8AzgT+VtVJXvsBfw2cVWLPL8+00cXAC7Y/BHwDuK48ownl2R1f8v5N\nydnoOuAbJf6Fkm/QeTv0t5dtRERERERERESDjpM9tjfbXlW+v0x1XPlIYDqwsFRbCJxT6myxvQLY\n0SRdHzBcUh9wIPBMkzpnAEttb7f9ArCUalIA4CLg66WdXba3Nenvq7aXle+vU53+NarTOFt4J/qy\ns1x+EN5cA3cSsMH2xtLH26meZ6P6M74LmCJJpfx226/ZfgLYUHK+qdQ7rcRB7Xc0hLxN+7sPtBER\nERERERERDQa1QXN5FedEYDlwtO3N5dazwNHtYm1volrt8ySwGXjR9veaVB0JPFW7fhoYKWlEuZ4n\naZWkOyW1bbPEnE218mjADEmPSrpL0uh28UPpi6Rpqo5PH+jDyZLWAKuBy8rkT9O8pf5cVce379Z+\niXsROLJdfM2RwK9rk031OoPN26q8121ERERERERERIOuJ3skHQzcDcy2/VL9nqvz29vu3FRef5oO\njAWOAw6S9NlB9LWPaoXOj21PBB6k4VWxhvb6gMXATbY3luL7gDG2P0q1Smdhq/ih9sV2v+05AxVt\nL7d9PPCHwFfUYp+iWv05tvuH2K/fapIulbRS0soFixb3ujsRERERERERPdHVaVyS9qea6PmW7XtK\n8XOSjrW9WdKxwJYOaU4HnrC9teS8BzhF0nrgb0udOcAm4JO1uFHAD4HngVeBgfbvBC4ue738tJTV\nJ1rmA+tt3ziQyPbztbwLgP/aoc+D6ku7RLYfl/QKcELJW19VNKqUNWt/NPB0mbw6rLTdTfzzwAhJ\nfWVVTL3OUPI2K+91G7uxPZ/q986ObRuzbXxERERERMQeqNZ1xHtRN6dxCbgVeNz2DbVb/cDA6VSz\ngHs7pHoSmKzqtCwBU0rO5bUNk/uBJcBUSYeX1UBTgSVl9dB9vDX5MgVYa/uNWvyc0uevUU0uzG4Y\ny7G1y2lU+w+1M6i+NAaXU6T6yvffA8YDvwRWAOPK/WFUGxY3W81Tf8afBn5Q2u4HzisnXo0FxgE/\nqQeWestKHOz+Oxps3qb93QfaiIiIiIiIiIgG3azsORX4HLBa0iOl7KvAtcAdki4GfgWcCyDpGGAl\ncCiwS9JsYILt5ZLuotoweSfwMGUVRp3t7ZLmUf3xDzDX9vby/cvAbZJuBLYCFzbGSxpFdVLWOmBV\nNa/EzbYXAFeU/XB2Up0adkG7gQ+lLyX/pDLx9EfA1ZJ2ALuAzw9s5CzpC1STSfsBf2d7TSmfC6ws\nE1+3/v/t3X+w19Wd3/Hna7wxQqiKyVblRxd3Q8qSmK5IhWicZoP1R2YC6ZjNaicLGIl1Y8aQJjYm\nO6MtphOduIlrsxtKMQ1Yh6hoG4gmBFmbpomy3EErgj9gZaMgBhSjZtwFrrz6x+fc+OHr98e9F8kX\nrq/HzHf4fs7nvN/nfD6fO7nek/M5p7SxpfT3otKvjZLuoBpg6gOusP1aib8XmGf72dLH75XBr4dK\nPoaYt2l/u9xGRERERERERDRQpmXFcJTXuCIiYqhGjDm7212IiIgjWN/e7ep2H94s7zr2Pfm76iA9\n//KTXfl5GNRuXBERERERERERcXjLYE9ERERERERExDAykAWax0u6X9ImSRslfa6UnyBptaTN5d/R\npXySpAck7ZH0xYZcny85HpW0rNU25JLmlLybJc2plR8taZGkJyU9LunCJrEjJd1Tzm+UdH3t3FxJ\nuyQ9XD7zJJ1aO94taWv5fl+HvlwsaYOkRyT9SNK7mvRFkm6WtKXUm9LpGhviW93jlnkb4k8vfdxS\n6muoedvch661ERERERERERFvNJCZPX3AF2xPBqYDV0iaDFwNrLE9EVhTjqFajPdK4MZ6EkljS/lU\n2++jWoT3osbGJJ0AXAtMA84Aru0fKKBaeHmn7fcAk4GftOjzjbYnAacBZ0m6oHbu9truXYttb+g/\nptop6qpyfE6rvqjaYesvgT+y/X7gEeCzTfpxAdVuUxOBy4BvD+Aa61rd46Z5m/g28Ola3fOHkrdD\nf7vZRkRERERERBwi++18DvLTLR0He2zvsL2+fH+FarvyscAsYEmptgT4WKmz0/Y6YF+TdD3AiDJY\nMhJ4tkmd84DVtnfbfhFYzet/3H8K+FppZ3//zlYN/X3V9v3l+16q3b/GdbrOFlr1ReXzjjLL5NgW\n1zILWOrKg8DxqrZ/b3eNjfFvuMdt8v5GOT7W9oNl+/KlDfGDydu0v4dBGxERERERERHRYFBr9kia\nQDVbZi1wou0d5dRzwIntYm1vp5rt8zSwA3jJ9o+bVB0LPFM73gaMlXR8Ob5O0npJd0pq22aJ+SjV\nzJJ+F5bXh5ZLGt8uvlVfbO8D/gzYQDXIM5myHbikyyVd3i6+TTmSFkuaWspb3eOW8Q1939aizmDz\ntivvZhsRERERERER0WDAgz2SRgF3AfNtv1w/V2ZctJ2fVF7JmQWcAoyhmhXzyUH0tYdqhs7PbU8B\nHqDhVbGG9nqAZcDNtp8qxSuBCeXVq9W8PvNkUCS9jWqw5zSqa3kE+DKA7YW2Fw4lb4mfZ7u3SXnH\nezzE9g5J3t92GwCSLpPUK6l38dJlh7q5iIiIiIiIiMPSgAZ7yuDGXcBttu8uxb/sf3Wo/LuzQ5pz\ngK22d5WZMXcDZ0qaptcXSJ4JbAfqM27GlbIXgFdLHMCdwBRJR9XiF9TiFgGbbd/UX2D7Bdt7yuFi\n4PQOfW7Vlz8s+f6uDGTcAZw5iPhW5Y1a3eOBxG/nwNfX6nUGm7ddeTfbOIDtRban2p46b/bFzapE\nREREREREDHsD2Y1LVK8oPWb7G7VTK4D+HZPmAN/vkOppYLqq3bIEzCg519YWTF4BrALOLQshjwbO\nBVaVQZWVwIdKvhnAJtuv1eKvKX3+KnAcML/hWurr2sykWn+onaZ9oRpsmCzpd0q9f90i1wpgdtmB\najrVq2s72uRtFt/sHrfK+xvl+GVJ08v9nt0QP5i8rZ5Jt9uIiIiIiIiIiAY9A6hzFvCnwAZJD5ey\nrwDXA3dIuhT4BfAJAEknAb1UixbvlzQfmGx7raTlVAsm9wEPUc2+OYDt3ZKuA9aVogW2d5fvXwJu\nlXQTsAu4pDFe0jiqXbseB9aXXbq/ZXsxcGWZPdRHtWvY3HYX3q4vkv4T8H8k7SvXP7eUX15iFwL3\nAh8BtlDNSrpkAHkXAwvLq1xN73GrvCX+4bKzGMBngO8CI4Aflg+DzdvhmXSzjYiIiIiIiDhE3MXd\npOLgKA8vhqN9zz+VH+yIiBiSEWPO7nYXIiLiCNa3d7u63Yc3y+hR787fVQfpxV9v6crPw6B244qI\niIiIiIiIiMNbBnsiIiIiIiIiIoaRgSzQPF7S/ZI2Sdoo6XOl/ARJqyVtLv+OLuWTJD0gaY+kLzbk\n+nzJ8aikZZKOadHmnJJ3s6Q5tfKjJS2S9KSkxyVd2CR2pKR7yvmNkq6vnZsraVdt9655kk6tHe+W\ntLV8v69DX/5E0iOljRtaXMcZtdz/T9K/qZ07X9ITkrZIurpF/Nsl3V7qrJU0oXbuy6X8CUnntYg/\npcRtKXmOHmreVv3tZhsRERERERER8UYDmdnTB3zB9mRgOnCFpMnA1cAa2xOBNeUYqoWPrwRurCeR\nNLaUT7X9PuAo4KLGxiSdAFwLTAPOAK7tH0iiWnh5p+33AJOBn7To8422JwGnAWdJuqB27vba7l2L\nbW/oP6baKeqqcnxOq75IeifwdWCG7fcCJ0ma0aQfj5br/UPgfOC/SuqRdBTwV8AF5TouLve00aXA\ni7bfDXwTuKHco8nl3r235P3rkrPRDcA3S/yLJd+g83bobzfbiIiIiIiIiIgGHQd7bO+wvb58f4Vq\ni/GxwCxgSam2BPhYqbPT9jpgX5N0PcAIST3ASODZJnXOA1bb3m37RWA11aAAwKeAr5V29tt+vkl/\nX7V9f/m+l2r3r3GdrrOFVn35PWCz7V2l3n3AG2YZlb70lcNjgP7Frc4Atth+qvTxe1T3s1H9Hi8H\nZkhSKf+e7T22t1LtbHVGPbDU+3CJg9ozGkLepv09DNqIiIiIiIiIiAaDWrOnvIpzGrAWONH2jnLq\nOeDEdrG2t1PN9nka2AG8ZPvHTaqOBZ6pHW8Dxko6vhxfJ2m9pDsltW2zxHyUauZRvwvL61fLJY1v\nF9+qL1QDFP9c0oQycPUxYHxpc6akBbU+TJO0EdgAXF4Gf1rlRdICVdvDH9B+iXsJeGe7+Jp3Ar+q\nDTbV6ww2b6vybrcRERERERERh8h+nM9BfrplwIM9kkYBdwHzbb9cP+dq//a2V1FexZoFnAKMAd4h\n6ZOD6GsP1Qydn9ueAjxAw6tiDe31AMuAm20/VYpXAhNsv59qls6SVvHtlFk+fwbcDvwU+HvgtXJu\nhe1ranXXlle9/iXwZbVYp6hW/xrbK4bSr7c6SZdJ6pXUu3jpsm53JyIiIiIiIqIrBjTYI+ltVAM9\nt9m+uxT/UtLJ5fzJwM4Oac4BttreZXsfcDdwZpn50r+I8UxgO2WWTDGulL0AvFriAO4EppT1Xvrj\nF9TiFlG9anVTf4HtF2zvKYeLgdM79LlVX7C90vY02x8AngCebJfI9mPAr4H3tcvbqv0yeHUc1X0Y\nSPwLwPElrrHOYPO2eybdbOMAthfZnmp76rzZFzerEhERERERETHsDWQ3LgG3AI/Z/kbt1Aqgf3eq\nOcD3O6R6GpiuarcsATNKzrW1BZNXAKuAc8tCyKOBc4FVZfbQSuBDJd8MYJPt12rx15Q+f5VqcGF+\nw7WcXDucSbX+UDtN+1Jy/dPy72jgM1SDRwcou0j1lO+/C0yimgW0DphYzh9NtWBxs9k89Xv8ceBv\nyn1YAVxUdrw6BZgI/G09sNS7v8TBgc9osHmb9vcwaCMiIiIiIiIiGvR0rsJZwJ8CGyQ9XMq+AlwP\n3CHpUuAXwCcAJJ0E9ALHAvslzQcm214raTnVgsl9wENUs28OYHu3pOuo/vgHWGB7d/n+JeBWSTcB\nu4BLGuMljaPatetxYH01rsS3bC8Griyzh/qodg2b2+7CO/TlLyX9i1r5k6X9mVQ7cF0DfBC4WtI+\nYD/wmf5FpSV9lmrg6CjgO7Y3lvIFQG8Z+LqlXO+W0t+LSr82SroD2FSu5Qrbr5X4e4F5tp8t9+t7\nZfDroZKPIeZt2t8utxERERERERERDVRNnIgYXvY9/1R+sCMiYkhGjDm7212IiIgjWN/e7ep2H94s\nx436/fxddZBe+vXfdeXnYSAzeyIiIiIiIiLiLSaTQ45cg9p6PSIiIiIiIiIiDm8Z7ImIiIiIiIiI\nGEYGshvXeEn3S9okaaOkz5XyEyStlrS5/Du6lE+S9ICkPZK+2JDr8yXHo5KWSTqmRZtzSt7NkubU\nyo+WtEjSk5Iel3Rhk9iRku4p5zdKur52bq6kXbWt2udJOrV2vFvS1vL9vhLzI0m/kvSDhnY+K2mL\nJEt6V5v71+paTpe0oeS4uexQ1hircm6LpEckTemUtyG+1TMadN5W/e1mGxERERERERHxRgOZ2dMH\nfMH2ZGA6cIWkycDVwBrbE4E15RiqnZeuBG6sJ5E0tpRPtf0+qh2XLmpsTNIJwLXANOAM4NraH/d/\nDuy0/R5gMvCTFn2+0fYk4DTgLEkX1M7dXtuqfbHtDf3HVNuCX1WOzyn1v061G1mjnwHnUO1E1lSH\na/k28GmqrccnAuc3SXFB7fxlJaZT3rpWz2goeVv1t5ttRERERERERESDjoM9tnfYXl++vwI8BowF\nZgFLSrUlwMdKnZ221wH7mqTrAUZI6gFGAs82qXMesNr2btsvAqt5/Y/+TwFfK+3s79/GvKG/r9q+\nv3zfS7XV+7hO19mK7TXAK03KH7L99x3Cm16LpJOBY20/6GrFq6WU+9dgFrDUlQeB40tsu3vUGP+G\nZzTYvB362802IiIiIiIiIqLBoNbskTSBarbMWuBE2zvKqeeAE9vF2t5ONdvnaWAH8JLtHzepOhZ4\npna8DRgr6fhyfJ2k9ZLulNS2zRLzUarZIP0uLK8VLZc0vl38UEiaKmlxOWx6LeWzrUk5ki6XdPkA\n4puVN2r1jAabt2V/u9zGASRdJqlXUu/ipcuaVYmIiIiIiIgB2m/nc5CfbhnwYI+kUcBdwHzbL9fP\nlZkYba+ivKozCzgFGAO8Q9InB9HXHqoZOj+3PQV4gIZXxRra6wGWATfbfqoUrwQm2H4/1YySJa3i\nh8p2r+15BxG/0PbCN7NPJW/HZ3Skt2F7ke2ptqfOm33xoexGRERERERExGFrQIM9kt5GNdBzm+27\nS/Evy6s3lH93dkhzDrDV9i7b+4C7gTMlTdPrCyTPBLYD9Rk340rZC8CrJQ7gTmCKpKNq8QtqcYuA\nzbZv6i+w/YLtPeVwMXD6QK7/ILS6lu0c+GpZf/lg4puVN2r1jAabt11/u9lGRERERERERDQYyG5c\nAm4BHrP9jdqpFUD/TkpzgO93SPU0MF3VblkCZpSca2sLJq8AVgHnShpdZgOdC6wqMzpWAh8q+WYA\nm2y/Vou/pvT5q8BxwPyGazm5djiTav2hQ6nVtewAXpY0vdyL2TS/fyuA2WVnq+lUr77taJW3RXyz\nZzSovB362802IiIiIiIiIqJBzwDqnEW1G9UGSQ+Xsq8A1wN3SLqUakeqTwBIOgnoBY4F9kuaD0y2\nvVbScqoFk/uAh6hm3xzA9m5J1wHrStEC27vL9y8Bt0q6CdgFXNIYL2kc1a5djwPry+7d37K9GLiy\nzB7qo9o1bG6ni5f0U2ASMErSNuBS26skXQn8B+Ak4BFJ99qeJ2kqcLnteR2u5TPAd4ERwA/Lh/71\nesqrXPcCHwG2UM1quqTTPSrrBS203UuLZzSUvK362+U2IiIiIiIiIqKB3MUFgyIOlX3PP5Uf7IiI\nGJIRY87udhciIuII1rd3u7rdhzfLqJGn5O+qg/TrV7d25edhULtxRURERERERETE4W0gr3FFRERE\nRERExFuMD+1my3EIDWSB5vGS7pe0SdJGSZ8r5SdIWi1pc/l3dCmfJOkBSXskfbEh1+dLjkclLZN0\nTIs255S8myXNqZUfLWmRpCclPS7pwiaxIyXdU85vlHR97dxcSbtqu3fNk3Rq7Xi3pK3l+30l5keS\nfiXpBw3t3CbpiXIt31G1Y1ljX35X0vqSb2P/ejzl3OmSNkjaIunmsihxY7zKuS2SHpE0pdM9aohv\n9YwGnbdVf7vZRkRERERERES80UBe4+oDvmB7MjAduELSZOBqYI3ticCacgzVwsdXAjfWk0gaW8qn\n2n4fcBRwUWNjkk4ArgWmAWcA19b+uP9zYKft9wCTgZ+06PONticBpwFnSbqgdu722u5di21v6D+m\n2vXpqnJ8Tqn/daoFqhvdRrVw86lUCwrPa1JnB/CBknsacLWkMeXct4FPAxPL5/wm8RfUzl9WYjrd\no7pWz2goeVv1t5ttRERERERERESDjoM9tnfYXl++v0K1XflYYBawpFRbAnys1Nlpex2wr0m6HmCE\npB5gJPBskzrnAatt77b9IrCa1//o/xTwtdLOftvPN+nvq7bvL9/3Uu3+Na7TdbZiew3wSpPye10A\nf9usDdt7be8ph2+n3G9VW8Afa/vBEr+Ucv8azAKWlmYeBI4vse3uUWP8G57RYPN26G8324iIiIiI\niIiIBoNaoFnSBKrZMmuBE23vKKeeA05sF2t7O9Vsn6epZry8ZPvHTaqOBZ6pHW8Dxko6vhxfV16N\nulNS2zZLzEepZoP0u7C8VrRc0vh28QNRXt/6U+BH5Xiqqu3P+8+Pl/RIuaYbbD9brnFb4zWW+pfX\nXvdqei/alDdq9YwGm7dlf7vcRkREREREREQ0GPBgj6RRwF3AfNsv18+VmRhtV24qr+rMAk4BxgDv\nkPTJQfS1h2r2zM9tTwEeoOFVsYb2eoBlwM22nyrFK4EJtt9PNaNkSav4Qfhr4P/Y/imA7V7bv3ml\ny/Yzpb13A3M6DVDZXmh74ZvQr8a8HZ/Rkd6GpMsk9UrqXbx02aHsRkRERERERMRha0CDPWX2yl3A\nbbbvLsW/LK/e9L+WtLNDmnOArbZ32d4H3A2cKWmaXl8geSawHajPuBlXyl4AXi1xAHcCUyQdVYtf\nUItbBGy2fVN/ge0Xaq9VLQZOH8j1tyLpWuB3gH/fqW6Z0fMocHa5nvprX/3X2KjVvWhV3qjVMxps\n3nb97WYbB7C9yPZU21Pnzb64WZWIiIiIiIgYoP12Pgf56ZaB7MYl4BbgMdvfqJ1aAfTvpDQH+H6H\nVE8D01XtliVgRsm5trZg8gpgFXCupNFlNtC5wKoyo2Ml8KGSbwawyfZrtfhrSp+/ChwHzG+4lpNr\nhzOp1h8aEknzqNafudj2/hZ1xkkaUb6PBj4IPFFeSXpZ0vRyL2bT/P6tAGaXna2mU736toMW96hF\nfLNnNKi8HfrbzTYiIiIiIiIiokHPAOqcRbUmzQZJD5eyrwDXA3dIuhT4BfAJAEknAb3AscB+SfOB\nybbXSlpOtWByH/AQ1eybA9jeLek6YF0pWmB7d/n+JeBWSTcBu4BLGuMljaPatetxYH3ZvftbthcD\nV5bZQ31Uu4bN7XTxkn5KtevWKEnbgEttrwIWlut+oLRxt+0FkqYCl5dXuf4A+AtJBkS1S9iGkvoz\nwHepdvL6YfnQv15PeZXrXuAjwBaqWU2XdLpHZb2ghbZ7afGMhpK3VX+73EZERERERERENJC7OK0o\n4lDZ9/xT+cGOiIghGTHm7G53ISIijmB9e7er2314s4wY8bv5u+og/cM//KIrPw+D2o0rIiIiIiIi\nIiIObxnsiYiIiIiIiIgYRgayQPN4SfdL2iRpo6TPlfITJK2WtLn8O7qUT5L0gKQ9kr7YkOvzJcej\nkpZJOqZFm3NK3s2S5tTKj5a0SNKTkh6XdGGT2JGS7innN0q6vnZurqRdtd275kk6tXa8W9LW8v2+\nEvMjSb+S9IMWfb1Z0q/b3L8vS9oi6QlJ59XKzy9lWyRd3SL27ZJuL3XWSprQKW9D/CklbkvJc/RQ\n87bqbzfbiIiIiIiIiEPHdj4H+emWgczs6QO+YHsyMB24QtJk4Gpgje2JwJpyDNXCx1cCN9aTSBpb\nyqfafh9wFHBRY2OSTgCuBaYBZwDX9g8kUS28vNP2e4DJwE9a9PlG25OA04CzJF1QO3d7bfeuxbY3\n9B9T7fp0VTk+p9T/OtUC1W9QFmMe3excOT+5XON7gfOBv1a1VfxRwF8BF5TruLjUbXQp8KLtdwPf\nBG5ol7dJ/A3AN0v8iyXfoPN26G8324iIiIiIiIiIBh0He2zvsL2+fH+FarvyscAsYEmptgT4WKmz\n0/Y6YF+TdD3ACEk9wEjg2SZ1zgNW295t+0VgNdWgAMCngK+Vdvbbfr5Jf1+1fX/5vpdq969xna6z\nFdtrgFcay8vgxNeB/9AmfBbwPdt7bG+l2pnqjPLZYvup0sfvlbrN4vvv8XJghiS1yVvvn4APlzio\nPaMh5G3a38OgjYiIiIiIiIhoMKg1e8qrOKcBa4ETbe8op54DTmwXa3s71Wyfp4EdwEu2f9yk6ljg\nmdrxNmCspOPL8XWS1ku6U1LbNkvMR6lmHvW7UNIjkpZLGt8uvoPPAitq96C/zZmSFrS7ljblSFqg\nanv4A+Jt9wEvAe9sF1/zTuBXJa6xzmDztirvdhsRERERERER0WDAgz2SRgF3AfNtv1w/5+pFtLYv\no5VXsWYBpwBjgHdI+uQg+tpDNUPn57anAA/QCI/2bgAAEMdJREFU8KpYQ3s9wDLgZttPleKVwATb\n76eaMbSkVXw7ksYAfwz8l8ZztlfYvmYoeUv8NbZXDDX+rUzSZZJ6JfUuXrqs292JiIiIiIiI6IoB\nDfZIehvVQM9ttu8uxb+UdHI5fzKws0Oac4CttnfZ3gfcDZwpaZpeXyB5JrAdqM+4GVfKXgBeLXEA\ndwJTynov/fELanGLgM22b+ovsP2C7T3lcDFw+kCuv4nTgHcDWyT9PTBS0pYm9VpdS6vylvFl8Oo4\nqvswkPgXgONLXGOdweZt90y62cYBbC+yPdX21HmzL25WJSIiIiIiImLYG8huXAJuAR6z/Y3aqRVA\n/05Zc4Dvd0j1NDBd1W5ZAmaUnGtrCyavAFYB50oaXWYDnQusKrOHVgIfKvlmAJtsv1aLv6b0+atU\ngwvzG67l5NrhTKr1hwbN9j22T7I9wfYE4NWyeHCjFcBFZWeqU4CJwN8C64CJZZepo6kWLG42m6d+\njz8O/E25D63y1vto4P4SBwc+o8Hmbdrfw6CNiIiIiIiIiGjQ07kKZ1HtRrVB0sOl7CvA9cAdki4F\nfgF8AkDSSUAvcCywX9J8YLLttZKWUy2Y3Ac8RDX75gC2d0u6juqPf4AFtneX718CbpV0E7ALuKQx\nXtI4ql27HgfWV+NKfMv2YuDKMnuoj2rXsLmdLl7ST4FJwChJ24BLba9qU38m1Y5j19jeKOkOYFNp\n8wrbr5V6n6Ua2DoK+I7tjaV8AdBbBr5uKde7pfT3onKP2uW9F5hn+9lyv75XBr8eKvkYYt6m/e1y\nGxEREREREXGIuP1qLXEYUzf3fY84VPY9/1R+sCMiYkhGjDm7212IiIgjWN/e7ep2H94sbz9mfP6u\nOkh7/vGZrvw8DGo3roiIiIiIiIiIOLxlsCciIiIiIiIiYhgZyALN4yXdL2mTpI2SPlfKT5C0WtLm\n8u/oUj5J0gOS9kj6YkOuz5ccj0paJumYFm3OKXk3S5pTKz9a0iJJT0p6XNKFTWJHSrqnnN8o6fra\nubmSdtV275on6dTa8W5JW8v3+0rMjyT9StIPGtr5bq3uw5L+sElfflfS+nJ+o6TLa+dOl7RB0hZJ\nN5dFqxvjVc5tkfSIpCmd7lFDfKtnNOi8rfrbzTYiIiIiIiIi4o0GMrOnD/iC7cnAdOAKSZOBq4E1\nticCa8oxVIvxXgncWE8iaWwpn2r7fVSL8F7U2JikE4BrgWnAGcC1tT/u/xzYafs9wGTgJy36fKPt\nSVRbpJ8l6YLaudtru3cttr2h/5hqp6iryvE5pf7XqRaobuaqWq6Hm5zfAXyg5J4GXC1pTDn3beDT\nVLtRTQTObxJ/Qe38ZSWm0z2qa/WMhpK3VX+72UZERERERERENOg42GN7h+315fsrVNuVjwVmAUtK\ntSXAx0qdnbbXAfuapOsBRkjqAUYCzzapcx6w2vZu2y8Cq3n9j/5PAV8r7ey3/XyT/r5q+/7yfS/V\n7l/jOl1nK7bXAK8MMXav7T3l8O2U+61qC/hjbT9YthZfSrl/DWYBS115EDi+xLa7R43xb3hGg83b\nob/dbCMiIiIiIiIOEdv5HOSnWwa1Zo+kCVSzZdYCJ9reUU49B5zYLtb2dqrZPk9TzXh5yfaPm1Qd\nCzxTO94GjJV0fDm+rrwadaektm2WmI9SzQbpd2F5rWi5pPHt4gfgP5dc35T09tLmVEmLa30YL+mR\nck03uNoSfWy5rgOusdS/vPa6V9N70aa8UatnNNi8Lfvb5TYiIiIiIiIiosGAB3skjQLuAubbfrl+\nrszEaDtkVV7VmQWcAowB3iHpk4Poaw/VDJ2f254CPEDDq2IN7fUAy4CbbT9VilcCE2y/n2pGyZJW\n8QPwZWAS8C+BE4AvAdjutT2vv5LtZ0p77wbmdBqgsr3Q9sKD6FervB2f0ZHehqTLJPVK6l28dNmh\n7EZERERERETEYWtAgz2S3kY10HOb7btL8S/Lqzf9ryXt7JDmHGCr7V229wF3A2dKmlZb5HgmsB2o\nz7gZV8peAF4tcQB3AlMkHVWLX1CLWwRstn1Tf4HtF/z6a1WLgdMHcv3NuHq9zSXff6daf6Zd/WeB\nR4Gzy/XUXy3rv8ZGre5Fq/JGrZ7RYPO262832ziA7UW2p9qeOm/2xc2qRERERERERAx7A9mNS8At\nwGO2v1E7tQLo30lpDvD9DqmeBqar2i1LwIySc61fX+R4BbAKOFfS6DIb6FxgVZnRsRL4UMk3A9hk\n+7Va/DWlz18FjgPmN1zLybXDmVTrDw1JbfBBVGvIPNqkzjhJI8r30cAHgSfKK0kvS5pe4mfT/P6t\nAGaXna2mU736toMW96hFfLNnNKi8HfrbzTYiIiIiIiIiokHPAOqcRbUb1QZJ/TtOfQW4HrhD0qXA\nL4BPAEg6CegFjgX2S5oPTLa9VtJyqgWT+4CHqGbfHMD2bknXAetK0QLbu8v3LwG3SroJ2AVc0hgv\naRzVrl2PA+vL7t3fsr0YuLLMHuqj2jVsbqeLl/RTqte1RknaBlxqexVwm6TfAQQ8DFxe6k8FLi+v\ncv0B8BeSXOrdaHtDSf0Z4LvACOCH5UP/ej3lVa57gY8AW6hmNV3S6R6V9YIW2u6lxTMaSt5W/e1y\nGxERERERERHRQN1cHTriUNn3/FP5wY6IiCEZMebsbnchIiKOYH17t6vbfXizHP32cfm76iDt3bOt\nKz8PA5nZExERERERERFvMZkccuQa1NbrERERERERERFxeBvIAs3jJd0vaZOkjZI+V8pPkLRa0uby\n7+hSPknSA5L2SPpiQ67PlxyPSlom6ZgWbc4peTdLmlMrP1rSIklPSnpc0oVNYkdKuqec3yjp+tq5\nuZJ21Xbvmifp1Nrxbklby/f7SsyPJP1K0g8a2vlpLe5ZSf9rkNdyuqQNkrZIurksStwYq3Jui6RH\nJE3plLchvtUzGnTeVv3tZhsRERERERER8UYDmdnTB3zB9mRgOnCFpMnA1cAa2xOBNeUYqoWPrwRu\nrCeRNLaUT7X9PuAo4KLGxiSdAFwLTKPazvza2h/3fw7stP0eYDLwkxZ9vtH2JOA04CxJF9TO3V7b\nvWux7Q39x1S7Pl1Vjs8p9b9OtUD1AWyfXYt7gNe3hB/otXwb+DQwsXzOb3IdF9TOX1ZiOuWta/WM\nhpK3VX+72UZERERERERENOg42GN7h+315fsrVNuVjwVmAUtKtSVU249je6ftdcC+Jul6gBGSeoCR\nwLNN6pwHrLa92/aLwGpe/6P/U8DXSjv7bT/fpL+v2r6/fN9LtfvXuE7X2YrtNcArrc5LOhb4MNBs\nZk/Ta1G1bfuxth8sW8ovpdy/BrOApa48CBxfYtvdo8b4Nzyjwebt0N9uthERERERERERDQa1Zo+k\nCVSzZdYCJ9reUU49B5zYLtb2dqrZPk8DO4CXbP+4SdWxwDO1423AWEnHl+PrJK2XdKektm2WmI9S\nzQbpd2F5rWi5pPHt4gfoY1SzTl4ubU5Vtf15y2spn21NypF0ucr26x3im5U3avWMBpu3ZX+73EZE\nRERERERENBjwYI+kUcBdwPz+gY1+ZSZG22W6y6s6s4BTgDHAOyR9chB97aGaofNz21OoXp26sVXl\nMntoGXCz7adK8Upggu33U80oWdIqfhAuLu0AYLvX9ryhJrO90PbCN6FfjXk7PqMjvQ1Jl0nqldS7\neOmyZlUiIiIiIiJigJzPQX+6ZUCDPZLeRjXQc5vt/rVpfllevaH8u7NDmnOArbZ32d5HtcbNmZKm\n1RY6nglsB+ozbsaVsheAV3l9bZw7gSmSjqrFL6jFLQI2276pv8D2C7b3lMPFwOkDuf5WJL2Lat2Z\ne1pUaXUt2znw1bL+8sHENytv1OoZDTZvu/52s40D2F5ke6rtqfNmX9ysSkRERERERMSwN5DduATc\nAjxm+xu1UyuA/p2U5gDf75DqaWC6qt2yBMwoOdfWFkxeAawCzpU0uswGOhdYVWZ0rAQ+VPLNADbZ\nfq0Wf03p81eB44D5Dddycu1wJtX6Qwfj48APbP9ji/OtrmUH8LKk6eVezKb5/VsBzC47W02nevVt\nR6u8LeKbPaNB5e3Q3262EREREREREXFEk3S+pCfKztRv2JBI0tsl3V7Ory1L7LTVM4B2z6LajWqD\npIdL2VeA64E7JF0K/AL4ROnESUAvcCywX9J8YLLttZKWUy2Y3Ac8RDX75gC2d0u6DlhXihbY3l2+\nfwm4VdJNwC7gkiY3YRzVrl2PA+vL7t3fsr0YuLLMHuqj2jVsbqeLl/RTYBIwStI24FLb/QMrF5X7\nUK8/Fbjc9rwO1/IZ4LvACOCH5UP/ej3lVa57gY8AW6hmNV3S6R6V9YIW2u6lxTMaSt5W/e1yGxER\nERERERFHLElHAX8F/GuqtWvXSVphe1Ot2qXAi7bfLeki4AbgT9rmrSbMRAwv+55/Kj/YERExJCPG\nnN3tLkRExBGsb+92dbsPb5aeo8fm76qD1OnnQdIHgP9o+7xy/GUA21+r1VlV6jxQ1id+DvgdtxnQ\nGdRuXBERERERERER8aYZyG7bv6ljuw94CXhnu6QDeY0r4ojztnf93rAZTY84FCRdZvsNr9JGBPTt\nbbbnQUT0y++QiLeO4TRLqVskXQZcVita9Nv439DM7ImIeGu6rHOViIiIpvI7JCJigOq7RpdP40DP\nQHbb/k2d8hrXcVQ7lreUwZ6IiIiIiIiIiO5YB0yUdIqko6k2glrRUKe+Q/XHgb9pt14P5DWuiIiI\niIiIiIiusN0n6bPAKuAo4Du2N0paAPTaXgHcQrUz+RaqncUv6pQ3u3FFRLwFZb2FiIgYqvwOiYg4\n/GWwJyIiIiIiIiJiGMmaPRERERERERERw0gGeyIihiFJEyQ9Ooj6cyWNOZR9ioiI4UvShyT9oNv9\niIiISgZ7IiICYC6QwZ6IiIiIiGEggz0REcNXj6TbJD0mabmkkZKukbRO0qOSFqnycWAqcJukhyWN\n6HbHIyLit0/SbEmPSPp/km6V9FFJayU9JOk+SSeWev+q/L54uJz7JyXFqPL75vHy+0ddvJyIiLe0\nLNAcETEMSZoAbAU+aPtnkr4DbKLaynF3qXMrcIftlZL+N/BF271d6nJERHSRpPcC/xM40/bzkk4A\nDPzKtiXNA/7A9hckrQSuL79fRgH/CHwQ+D7wXuBZ4GfAVbb/b1cuKCLiLS4zeyIihq9nbP+sfP8f\nVP8h/kfl/6XdAHyY6j/KIyIiPgzcaft5gPJ/DIwDVpXfGVfx+u+MnwHfkHQlcLztvlL+t7a32d4P\nPAxM+G1eQEREvC6DPRERw1fj1E0Dfw183PapwH8Djvmt9yoiIo4U/wX4Vvmd8e8ovzNsXw/MA0YA\nP5M0qdTfU4t9Dej5LfY1IiJqMtgTETF8/TNJHyjf/y3QP5X++TLt/uO1uq8A/4SIiHir+hvgjyW9\nE6C8xnUcsL2cn9NfUdLv295g+wZgHTCpMVlERHRXRtsjIoavJ4Arauv1fBsYDTwKPEf1H+j9vgss\nlPQPwAds/8Nvua8REdFFtjdK+s/ATyS9BjwE/EfgTkkvUg0GnVKqz5f0R8B+YCPwQ+ADb8waERHd\nkgWaIyIiIiIiIiKGkbzGFRERERERERExjGSwJyIiIiIiIiJiGMlgT0RERERERETEMJLBnoiIiIiI\niIiIYSSDPRERERERERERw0gGeyIiIiIiIiIihpEM9kREREREREREDCMZ7ImIiIiIiIiIGEb+P3l3\nIYwcTnf0AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5c17f864a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_action_df=pd.DataFrame(test_actions,index=asset_data[:,train_length:,'diff'].index,columns=list(asset_data.items)+['cash'])\n",
    "plt.figure(figsize=(18,30))\n",
    "sns.heatmap(test_action_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "bat     0.0\n",
       "cash    0.0\n",
       "dtype: float64"
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     "execution_count": 87,
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